{"id":"W4408625970","doi":"10.5006/mp2021_60_12-22","title":"The 2021 IMPACT Canada Study","year":2021,"lang":"en","type":"article","venue":"Materials performance","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Forensic engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001769053,0.0007473034,0.0008979671,0.001618755,0.002338202,0.002281959,0.001809188,0.001362987,0.01401045],"category_scores_gemma":[0.005168305,0.000602873,0.001321811,0.007751351,0.0006721229,0.0009372124,0.002195142,0.001825825,0.00196594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04092854,"about_ca_system_score_gemma":0.07982169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9913439,"about_ca_topic_score_gemma":0.9949974,"domain_scores_codex":[0.9969529,0.0003043625,0.000146416,0.0002108093,0.00125742,0.001128062],"domain_scores_gemma":[0.9954339,0.0002019526,0.0007083826,0.0002164402,0.002219987,0.001219249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003917411,0.0005823017,0.6564992,0.001155364,0.001472985,0.0002710937,0.000521044,0.001220447,0.0001626969,0.006176082,0.2811872,0.0468342],"study_design_scores_gemma":[0.001166514,0.0002358967,0.8830116,0.000930377,0.0008258224,0.0001140562,0.0017628,0.0003359888,0.0001676983,0.0007439025,0.1106251,0.00008028356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.340221,0.01734727,0.0005777441,0.017014,0.0008368354,0.00134662,0.536983,0.0001023915,0.08557112],"genre_scores_gemma":[0.7237548,0.01271697,0.001259011,0.008710721,0.0004186644,0.001681829,0.1831415,0.0001342991,0.06818222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04092854,"threshold_uncertainty_score":0.2969587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006744529060504224,"score_gpt":0.261628354862076,"score_spread":0.2548838258015718,"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."}}