{"id":"W4399009236","doi":"10.36227/techrxiv.24542293.v4","title":"Framing cognitive machines: A sociotechnical taxonomy","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Sociotechnical system; Framing (construction); Cognition; Taxonomy (biology); Computer science; Sociology; Cognitive science; Knowledge management; Epistemology; Psychology; Engineering; Ecology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006752875,0.00139131,0.0007671874,0.01148846,0.004165101,0.01122181,0.002113848,0.003928654,0.004615199],"category_scores_gemma":[0.01035864,0.0007009853,0.001531048,0.006648891,0.01713872,0.02004015,0.005093355,0.002737431,0.0008049725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004687238,"about_ca_system_score_gemma":0.004188172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003056434,"about_ca_topic_score_gemma":0.001913936,"domain_scores_codex":[0.9932475,0.003714722,0.0005229595,0.0007264456,0.001349316,0.0004390063],"domain_scores_gemma":[0.9913226,0.004534175,0.00101399,0.001232997,0.001368578,0.0005277069],"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":[0.000004969095,0.00001393711,0.0008402828,0.0001125884,0.000007437141,0.0001094572,0.005260279,0.001155456,0.0002483675,0.9807563,0.0006063845,0.01088465],"study_design_scores_gemma":[0.000006450409,0.00002238715,0.000600266,0.0002175346,0.000008832973,0.0001911324,0.005467898,0.005690336,0.0001575113,0.9555813,0.03203422,0.00002203459],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04403946,0.003396102,0.8593228,0.01138516,0.0003596144,0.00081231,0.0004243127,0.000395149,0.07986505],"genre_scores_gemma":[0.5233136,0.003275551,0.4631541,0.0008316637,0.0002429183,0.001783056,0.0006364118,0.0001061596,0.006656393],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9958349,"threshold_uncertainty_score":0.03571308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0426190947244674,"score_gpt":0.3462877247487992,"score_spread":0.3036686300243318,"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."}}