{"id":"W3199574036","doi":"10.1111/socf.12767","title":"Have Schemas Been Good To Think With?*","year":2021,"lang":"en","type":"article","venue":"Sociological Forum","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conflation; Sociology; Epistemology; Popularity; Schema (genetic algorithms); Sociology of culture; Social science; Social psychology; Psychology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0203265,0.0005278715,0.0005366967,0.002142069,0.004130028,0.01186735,0.001577512,0.002467741,0.004306526],"category_scores_gemma":[0.03450673,0.0004186843,0.0006559804,0.003110918,0.04032373,0.0194812,0.004102052,0.003010332,0.0008508061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004394829,"about_ca_system_score_gemma":0.004084053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003817963,"about_ca_topic_score_gemma":0.002515982,"domain_scores_codex":[0.9886189,0.00776621,0.0005718148,0.00127636,0.00118322,0.0005835368],"domain_scores_gemma":[0.9730525,0.01232303,0.004956931,0.004334496,0.003898716,0.001434256],"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":[0.0000265867,0.00002278844,0.008197811,0.000146669,0.00003913329,0.0001590637,0.08734842,0.0002132732,0.0001814221,0.880239,0.006137449,0.01728835],"study_design_scores_gemma":[0.00002754022,0.00006632109,0.006015936,0.0005682344,0.00005981933,0.0007347915,0.1391921,0.0009342916,0.0007547309,0.6723714,0.1791884,0.00008647557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3519545,0.009357523,0.08739357,0.2294088,0.002152975,0.0002296527,0.0007309337,0.0003402305,0.3184318],"genre_scores_gemma":[0.9775608,0.001611583,0.0117077,0.004835919,0.0001279816,0.00006931599,0.0002030603,0.0000685734,0.003815184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0203265,"threshold_uncertainty_score":0.1074982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347994853083809,"score_gpt":0.3221665243102199,"score_spread":0.287367039001839,"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."}}