{"id":"W6958350641","doi":"10.6084/m9.figshare.16640961","title":"Additional file 2 of Interventions to reduce low-value imaging – a systematic review of interventions and outcomes","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychological intervention; Table (database); MEDLINE; Intervention (counseling); Key (lock)","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":[0.004242912,0.00167473,0.003251827,0.006694084,0.0007912827,0.002065915,0.001696568,0.001821904,0.8328894],"category_scores_gemma":[0.08332623,0.001011779,0.003030858,0.009291485,0.0003969867,0.00343373,0.001460159,0.001149076,0.04825487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002095599,"about_ca_system_score_gemma":0.004347485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00641647,"about_ca_topic_score_gemma":0.01471556,"domain_scores_codex":[0.9972186,0.0006422556,0.00102146,0.0004074162,0.000462316,0.0002479028],"domain_scores_gemma":[0.9210192,0.06358281,0.007746045,0.001528955,0.005452077,0.0006709313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001737329,0.0001150737,0.002368615,0.3676453,0.001303825,0.0001605963,0.000233367,0.0007564714,0.0003175786,0.003246783,0.6075801,0.01453494],"study_design_scores_gemma":[0.0366815,0.0009822795,0.03590885,0.2003868,0.006930568,0.0009471482,0.001019861,0.002684379,0.001105112,0.02360387,0.6893402,0.0004094889],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.0002925804,0.0005045202,0.0002826029,0.0003044244,0.00007599346,0.0009188529,0.9961509,0.000156574,0.001313617],"genre_scores_gemma":[0.02610057,0.004339752,0.01271711,0.004066406,0.0006422941,0.06805012,0.8429511,0.001055221,0.04007744],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8328894,"threshold_uncertainty_score":0.238363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06101702251694618,"score_gpt":0.3767328785334479,"score_spread":0.3157158560165017,"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."}}