{"id":"W4414562988","doi":"10.5489/cuaj.9458","title":"Do what is needed; bill for it* (a Halloween hot take)","year":2025,"lang":"en","type":"editorial","venue":"Canadian Urological Association Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Work (physics); Government (linguistics); Perspective (graphical); Term (time)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01403538,0.004683716,0.005073589,0.006386275,0.006501164,0.01521025,0.004207161,0.02939064,0.03960847],"category_scores_gemma":[0.05355771,0.00204201,0.004612739,0.00280014,0.003568735,0.006150578,0.0035366,0.03305842,0.02881011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006765395,"about_ca_system_score_gemma":0.009329644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007808431,"about_ca_topic_score_gemma":0.03412616,"domain_scores_codex":[0.9882543,0.002099993,0.001271609,0.001042232,0.006357215,0.0009746382],"domain_scores_gemma":[0.94819,0.01507115,0.002714497,0.001237858,0.01922136,0.01356516],"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":[0.000009831703,0.000006647859,0.00001145395,0.00006326554,0.00000649764,0.00002227604,0.000004564638,0.000004630789,0.000008036441,0.00007236102,0.9976713,0.002119173],"study_design_scores_gemma":[0.0001152926,0.00003203316,0.0003636297,0.0006921434,0.00006925799,0.0001243951,0.00007860174,0.00008701433,0.00003656788,0.0008034764,0.9975682,0.0000294044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001230126,0.002863508,0.00004981513,0.03985762,0.9555959,0.00002192458,0.00003778653,0.00003160981,0.001529515],"genre_scores_gemma":[0.0002169192,0.002964811,0.0001112032,0.05340863,0.9303511,0.0000424377,0.00004170775,0.00004245137,0.01282068],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03960847,"threshold_uncertainty_score":0.1325036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05768396985646207,"score_gpt":0.4449106729906001,"score_spread":0.387226703134138,"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."}}