{"id":"W7048824202","doi":"","title":"Melanoma Diagnostic Processes and the Occurrence of Advanced Disease in Ontario","year":2022,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Melanoma; Poisson regression; Confidence interval; Disease; Epidemiology; Cancer; Dermatoscopy; Regression; Cluster (spacecraft)","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":[0.0004733645,0.0001342631,0.000141329,0.0009170762,0.0009798071,0.0006535247,0.0005594467,0.0001900174,0.0026272],"category_scores_gemma":[0.003197402,0.0002172766,0.0004060642,0.002197353,0.0004454761,0.0002665668,0.0007492444,0.0003822099,0.0001787365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01703519,"about_ca_system_score_gemma":0.01390834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9567716,"about_ca_topic_score_gemma":0.9649486,"domain_scores_codex":[0.9993051,0.00006047407,0.00006275619,0.0001103982,0.0002607669,0.0002004415],"domain_scores_gemma":[0.9965034,0.0002248488,0.001849773,0.00009913675,0.0008282447,0.0004947374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004268633,0.00001155607,0.9951096,0.00003859512,0.0000166585,0.00006014223,0.0008469654,0.0001130087,0.0001090806,0.00009500899,0.0008335501,0.002723014],"study_design_scores_gemma":[0.000003090743,0.000008237691,0.9984263,0.00001999882,0.000004976582,0.00002997464,0.0004349366,0.0001630319,0.00002419389,0.00002363342,0.0008585799,0.000003103331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883763,0.0005254708,0.0002128547,0.000675968,0.000008391835,0.00005689179,0.00667342,0.00001440093,0.003456249],"genre_scores_gemma":[0.997124,0.0002643999,0.000141305,0.00004151908,0.000005106629,0.00001773128,0.001661023,0.000003625953,0.0007412808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9567716,"threshold_uncertainty_score":0.1235995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004330937247260231,"score_gpt":0.1964116348507937,"score_spread":0.1920806976035335,"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."}}