{"id":"W4413258265","doi":"10.1016/j.jmir.2025.102086","title":"How to train your sparkle","year":2025,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Computer science; Computer graphics (images)","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":[0.01066551,0.0008043219,0.0008558399,0.001825032,0.007431259,0.009367502,0.002057469,0.009522441,0.07048009],"category_scores_gemma":[0.05522274,0.0006344607,0.001313874,0.0006164437,0.002201504,0.008467057,0.009442491,0.01359594,0.05612426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001973312,"about_ca_system_score_gemma":0.01915715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091539,"about_ca_topic_score_gemma":0.009094787,"domain_scores_codex":[0.9925767,0.002065498,0.0002998485,0.000440899,0.00307722,0.001539839],"domain_scores_gemma":[0.921797,0.005118833,0.001610188,0.002326098,0.0181141,0.05103388],"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":[0.00002509589,0.0002407771,0.0007006268,0.0001257287,0.00001024406,0.0001853435,0.0006576105,0.0000448702,0.0001736781,0.001830198,0.9134739,0.082532],"study_design_scores_gemma":[0.0000770982,0.0002931078,0.002132739,0.0007691736,0.00001898469,0.0008756524,0.008124418,0.000204948,0.0004094653,0.01314264,0.973877,0.00007471075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005070752,0.005388024,0.009042206,0.8103667,0.1001412,0.0003424294,0.0002268297,0.002140594,0.06728125],"genre_scores_gemma":[0.06729016,0.009328049,0.04161229,0.4613199,0.0394283,0.001096373,0.0007281258,0.001369396,0.3778274],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07048009,"threshold_uncertainty_score":0.2357793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07247084213242494,"score_gpt":0.4429100156813144,"score_spread":0.3704391735488894,"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."}}