{"id":"W4412312186","doi":"","title":"Predictive Models, How good are they?","year":2017,"lang":"en","type":"article","venue":"","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"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":[0.05066481,0.003526648,0.004336513,0.005689947,0.001694259,0.01238601,0.005229796,0.005323391,0.01171979],"category_scores_gemma":[0.1950198,0.001281191,0.003050721,0.00363469,0.003184429,0.01671389,0.00333327,0.008272752,0.005768639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002206915,"about_ca_system_score_gemma":0.00375626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261085,"about_ca_topic_score_gemma":0.00955943,"domain_scores_codex":[0.9721665,0.01910011,0.001409267,0.003732727,0.002984794,0.0006065852],"domain_scores_gemma":[0.7895648,0.183395,0.004769477,0.008176349,0.01175153,0.002342724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001468056,0.0005162283,0.07702944,0.00382526,0.005043845,0.0004065001,0.0005801477,0.08387832,0.0002777337,0.06628811,0.1263726,0.6343136],"study_design_scores_gemma":[0.0005080819,0.0006041228,0.01312878,0.005688107,0.00179343,0.000686787,0.001175692,0.344205,0.0005308663,0.5590994,0.07214092,0.0004387829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03888039,0.157044,0.5604812,0.1756111,0.01112548,0.001267427,0.01503486,0.005227379,0.03532812],"genre_scores_gemma":[0.58239,0.05898654,0.2914577,0.02865981,0.0155167,0.001579081,0.01122764,0.001462046,0.008720396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05066481,"threshold_uncertainty_score":0.2679443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02383101338386691,"score_gpt":0.2813600118887955,"score_spread":0.2575289985049286,"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."}}