{"id":"W2760958143","doi":"10.1080/24740527.2017.1378568","title":"Learning from our mistakes","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Pain","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Fibromyalgia; Humanities; Psychology; Philosophy; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0008561802,0.00006939672,0.0001991204,0.0001307747,0.0003047449,0.0001058861,0.0002312135,0.00006481675,0.0004839957],"category_scores_gemma":[0.001884917,0.00005900399,0.0001006548,0.00002757099,0.00006270222,0.00008273219,0.000004579247,0.0004492993,0.00004386261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001835378,"about_ca_system_score_gemma":0.002281869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01288975,"about_ca_topic_score_gemma":0.002980119,"domain_scores_codex":[0.9991722,0.0001028938,0.0001802955,0.00007618927,0.000193461,0.0002750137],"domain_scores_gemma":[0.9985782,0.00004607108,0.0001549198,0.0002341073,0.0001382935,0.0008484473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001153523,0.00004269084,0.7967685,0.0005740584,0.000515042,0.01366938,0.002750166,0.00003258025,0.009684921,0.0001475968,0.127671,0.04802871],"study_design_scores_gemma":[0.004555854,0.002452151,0.8690872,0.004205686,0.0001565376,0.001155228,0.01060465,0.001100551,0.002153565,0.0005622176,0.1035568,0.0004095894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803568,0.001471496,0.0001842705,0.01329834,0.0002862581,0.00007144347,0.000005429624,0.000004618513,0.004321333],"genre_scores_gemma":[0.9962004,0.00001294936,0.0003593198,0.00002774809,0.000180408,3.950526e-7,0.000003779023,0.00001329043,0.003201717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07231867,"threshold_uncertainty_score":0.9936835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04350759185910821,"score_gpt":0.3015883780345812,"score_spread":0.258080786175473,"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."}}