{"id":"W2140196032","doi":"","title":"Dealing with our demons","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001079249,0.0002009567,0.0002746465,0.00005778105,0.0004510028,0.00002054514,0.0002686492,0.0001207585,0.001073797],"category_scores_gemma":[0.002082129,0.0001448789,0.00004465689,0.000374396,0.00004737702,0.0002097105,0.00008972339,0.0009430075,0.001293985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009270536,"about_ca_system_score_gemma":0.0002172468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002207252,"about_ca_topic_score_gemma":0.000168286,"domain_scores_codex":[0.9965088,0.0006354083,0.0004590784,0.0003899309,0.0004124162,0.001594323],"domain_scores_gemma":[0.9979536,0.0003954716,0.000191025,0.0004882586,0.0001523209,0.0008193451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000435498,0.0002495929,0.9378306,0.0001896473,0.00008295225,0.0004489637,0.01278145,0.00001825071,0.0001032451,0.006797057,0.02505188,0.01601092],"study_design_scores_gemma":[0.0006946215,0.00005352206,0.1577051,0.0001202647,0.00004959541,0.00001362432,0.002984785,0.00001775581,0.00003298407,0.00008177548,0.8380654,0.0001806013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8526121,0.0002732887,0.0006536232,0.05851451,0.001172097,0.001118844,0.000007114168,0.000346256,0.0853021],"genre_scores_gemma":[0.9833559,0.0006542366,0.0009243236,0.00304144,0.001221939,0.0001169173,0.00001028723,0.00005430101,0.0106207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8130135,"threshold_uncertainty_score":0.9998394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0624818509477715,"score_gpt":0.3585481213901285,"score_spread":0.2960662704423571,"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."}}