{"id":"W4396674624","doi":"10.32920/25758156","title":"Medical and Biological Physics on the Rise","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics","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":[0.00357497,0.0007373035,0.0008553488,0.001409329,0.002749939,0.009091865,0.0007044939,0.004435184,0.1117132],"category_scores_gemma":[0.0083982,0.0006855442,0.0005180881,0.001596237,0.00363223,0.006335715,0.005751778,0.00789734,0.03619318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004476966,"about_ca_system_score_gemma":0.003747535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002326105,"about_ca_topic_score_gemma":0.002485867,"domain_scores_codex":[0.996641,0.0006810051,0.0000885525,0.0004618419,0.001747949,0.0003797474],"domain_scores_gemma":[0.9954152,0.0009953976,0.0001369687,0.0005794658,0.001549003,0.001324001],"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":[0.00003903631,0.00005052738,0.0005687199,0.0002924479,0.00001467927,0.0000912338,0.0003892935,0.0004003225,0.001604152,0.3406768,0.5283321,0.1275407],"study_design_scores_gemma":[0.000004739205,0.00001395738,0.0005091634,0.000134068,0.000004186429,0.00009119786,0.0001269334,0.0002167378,0.0002236982,0.06180661,0.9368585,0.00001009969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004189842,0.06968135,0.01869624,0.2596026,0.03496754,0.00006231842,0.0006555147,0.0007198309,0.6114246],"genre_scores_gemma":[0.1128785,0.07677479,0.02438284,0.05341611,0.04355013,0.0001467412,0.001017906,0.001496415,0.6863367],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1117132,"threshold_uncertainty_score":0.373718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194823870671789,"score_gpt":0.2337335838472032,"score_spread":0.2117853451404853,"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."}}