{"id":"W6977011260","doi":"10.6084/m9.figshare.19634725.v1","title":"Additional file 2 of Characterizing and quantifying low-value diagnostic imaging internationally: a scoping review","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medical imaging; File format; Troubleshooting; Digital imaging; Medical diagnosis","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":[0.005585037,0.001503143,0.00281444,0.01018221,0.000923801,0.002825728,0.002006884,0.002212736,0.821068],"category_scores_gemma":[0.1019189,0.0009342876,0.002683329,0.01229224,0.0004227532,0.003386106,0.002039173,0.001117384,0.05930382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002788693,"about_ca_system_score_gemma":0.005812173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00914436,"about_ca_topic_score_gemma":0.01523552,"domain_scores_codex":[0.995998,0.0007696718,0.001724894,0.0005423749,0.0006623116,0.000302742],"domain_scores_gemma":[0.8815085,0.09353205,0.01066088,0.002788124,0.01054007,0.0009704424],"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":[0.0009857554,0.00007057874,0.002331483,0.165059,0.000473158,0.0001544046,0.0002178573,0.000537506,0.0002288305,0.00287277,0.8111442,0.01592461],"study_design_scores_gemma":[0.009114943,0.0003457511,0.02278571,0.1165426,0.002094601,0.000688877,0.0007055277,0.00119256,0.000669199,0.01329659,0.8323463,0.0002174248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0001484217,0.0001841093,0.0001854615,0.0002298324,0.00004138588,0.0004604889,0.9974051,0.0001155246,0.001229622],"genre_scores_gemma":[0.01185495,0.00217578,0.007895405,0.002422481,0.0003927663,0.02719813,0.9213139,0.0008701491,0.02587652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.821068,"threshold_uncertainty_score":0.2552248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6039304280652873,"score_gpt":0.5464130085322508,"score_spread":0.05751741953303646,"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."}}