{"id":"W4237399668","doi":"10.1017/s0252921100055494","title":"The SOC and LOC","year":2000,"lang":"en","type":"article","venue":"International Astronomical Union Colloquium","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Content (measure theory); Action (physics); Computer science; Mathematics; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001566397,0.000766226,0.0005780237,0.004144311,0.002922769,0.008657243,0.001026027,0.001765545,0.4319642],"category_scores_gemma":[0.01351424,0.0003181648,0.0008561013,0.004153809,0.001883484,0.004508269,0.005429291,0.001536194,0.2418628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002706412,"about_ca_system_score_gemma":0.00616594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01611538,"about_ca_topic_score_gemma":0.01702776,"domain_scores_codex":[0.9972311,0.0004372077,0.0001887549,0.0005344763,0.001048716,0.000559751],"domain_scores_gemma":[0.9937782,0.0005905516,0.0004829398,0.001344496,0.002515382,0.00128831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001468283,0.00005480297,0.007387699,0.0002802254,0.00002611041,0.0002076314,0.001843449,0.0001113446,0.0003264796,0.09944978,0.6386547,0.2515109],"study_design_scores_gemma":[0.00001294785,0.0000261606,0.005377476,0.0001807153,0.00001208122,0.0002508468,0.001156907,0.00009263954,0.0001222622,0.009610406,0.9831399,0.00001763402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0048435,0.001228946,0.002984806,0.01016377,0.003851051,0.0000795943,0.009089872,0.0008902835,0.966868],"genre_scores_gemma":[0.1106485,0.002329575,0.003665668,0.004691466,0.001821541,0.0003123893,0.01406716,0.001124664,0.8613389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4319642,"threshold_uncertainty_score":0.8102341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07593616441643446,"score_gpt":0.4054915959148291,"score_spread":0.3295554314983946,"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."}}