{"id":"W2500001002","doi":"10.1177/0162243916661763","title":"Concretizing Simondon and Constructivism","year":2016,"lang":"en","type":"article","venue":"Science Technology & Human Values","topic":"Philosophical and Theoretical Analysis","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Rationality; Constructivism (international relations); Argument (complex analysis); Democracy; Epistemology; Modernization theory; Politics; Sociology; Sustainability; Philosophy of technology; Engineering ethics; Political science; Philosophy of science; Philosophy; Engineering; International relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0003197966,0.0001176297,0.0001869149,0.0005058091,0.001369979,0.00009790694,0.0003686106,0.00005705007,0.0007231432],"category_scores_gemma":[0.0002104272,0.00006670944,0.00003773283,0.0001685665,0.03760685,0.0002858558,0.0002150095,0.0001074205,0.00007004583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002248628,"about_ca_system_score_gemma":0.00001980451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001071874,"about_ca_topic_score_gemma":0.00001236395,"domain_scores_codex":[0.9989195,0.00001746535,0.0001629057,0.0003792061,0.0001970643,0.0003237869],"domain_scores_gemma":[0.9994246,0.00009054255,0.00005606522,0.000238904,0.0001108239,0.00007909929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000157453,0.000007484337,0.0007662203,0.00000195037,0.000008596389,0.000003125302,0.0004771264,8.299628e-9,0.02962965,0.9610945,0.00001228095,0.00799751],"study_design_scores_gemma":[0.0001605833,0.00009096265,0.0001011646,0.00003156652,0.00002034662,0.000007018067,0.000637876,0.00001102683,0.01015195,0.985522,0.003133392,0.0001320687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934082,0.0001078285,0.00004054873,0.008458853,0.00008539702,0.00005559651,0.000005417312,0.0002873451,0.05687696],"genre_scores_gemma":[0.9988027,0.00001221432,0.00007526955,0.0001364003,0.0001091443,0.000006619302,2.184349e-7,0.000006010459,0.0008513941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06472068,"threshold_uncertainty_score":0.9999301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806240613820147,"score_gpt":0.2456425397106605,"score_spread":0.227580133572459,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}