{"id":"W4388199116","doi":"10.52537/humanimalia.15839","title":"Disorderly Theory","year":2023,"lang":"en","type":"article","venue":"Humanimalia","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001366717,0.0008549319,0.0009846748,0.00378923,0.001076316,0.002020868,0.001803717,0.0018068,0.02290001],"category_scores_gemma":[0.004627802,0.00040681,0.0005951115,0.003400159,0.003325507,0.004184039,0.001834997,0.00361494,0.008183679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002434959,"about_ca_system_score_gemma":0.002313762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005725448,"about_ca_topic_score_gemma":0.007563008,"domain_scores_codex":[0.9994389,0.0001353353,0.0000492166,0.0001473417,0.0001767783,0.00005233766],"domain_scores_gemma":[0.9977791,0.00113427,0.000129348,0.0001005695,0.0006698921,0.000186938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000144767,0.00002273074,0.0001836699,0.001652716,0.00003539748,0.00008520991,0.0002959833,0.0002515244,0.00007731196,0.09467728,0.7528748,0.1498289],"study_design_scores_gemma":[0.00000398256,0.000008805428,0.0003672483,0.001168766,0.0000161576,0.0002813353,0.0001257684,0.00009249045,0.00003441099,0.03040468,0.9674854,0.00001101851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.000304075,0.9207583,0.001104413,0.04151715,0.00894326,0.00001050237,0.0001951834,0.00003083315,0.02713626],"genre_scores_gemma":[0.01275455,0.9285654,0.0007456007,0.01893358,0.01666099,0.00003351137,0.0004299408,0.0000526856,0.02182364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9989237,"threshold_uncertainty_score":0.07660818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06815917711036677,"score_gpt":0.2630494709875286,"score_spread":0.1948902938771618,"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."}}