{"id":"W3023894570","doi":"10.1016/j.jmpt.2006.12.003","title":"","year":2007,"lang":"en","type":"article","venue":"Journal of Manipulative and Physiological Therapeutics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Memorial Chiropractic College","funders":"","keywords":"Medicine; Quality (philosophy); ROWE; Inclusion (mineral); Medical physics; Radiology; Epistemology; Management","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":[0.001169407,0.0006511801,0.0005821874,0.0009873582,0.001893986,0.00360362,0.0007885029,0.001949105,0.2478735],"category_scores_gemma":[0.00458106,0.0002857976,0.0003271392,0.0007518582,0.001399563,0.002355504,0.002204202,0.001642165,0.1849025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007551904,"about_ca_system_score_gemma":0.001827204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292431,"about_ca_topic_score_gemma":0.005779539,"domain_scores_codex":[0.9989921,0.000123108,0.00004564707,0.00009129818,0.0006425625,0.0001052609],"domain_scores_gemma":[0.9972914,0.0003085408,0.000153756,0.0002505765,0.00106952,0.0009261969],"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":[0.00002177491,0.00003224334,0.0003988685,0.0001088763,0.000002894002,0.0001201661,0.0004023823,0.00001907668,0.001013088,0.004838584,0.8424076,0.1506344],"study_design_scores_gemma":[0.000001759528,0.0000173892,0.0006048403,0.0001013566,8.95264e-7,0.0004384728,0.0002788791,0.00001457179,0.00007312599,0.0008324882,0.9976323,0.000003916861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004940135,0.02989941,0.005428604,0.09096857,0.05046949,0.0001447529,0.0005841154,0.001299684,0.8162652],"genre_scores_gemma":[0.006909343,0.00890529,0.002887433,0.02433811,0.004282141,0.00005350463,0.0003555825,0.0001528661,0.9521156],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7521265,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2660539991437601,"score_gpt":0.4063350036470511,"score_spread":0.140281004503291,"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."}}