{"id":"W4402272580","doi":"10.3390/cancers16173093","title":"A Comprehensive Analysis of Skin Cancer Concerns and Protective Practices in Manitoba, Canada, Highlights Lack of Skin Cancer Awareness and Predominance of High-Risk Sun Exposure Behaviors","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Skin Protection and Aging","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; University of Manitoba; CancerCare Manitoba; University of Ottawa; Université Laval; Université de Montréal; University of British Columbia; McGill University","funders":"Canadian Institutes of Health Research; Cancer Research Society","keywords":"Skin cancer; Sun exposure; Medicine; Environmental health; Cancer; Dermatology; Sun protection; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001299365,0.0002000676,0.000774997,0.0003583176,0.00004772615,0.00001115256,0.00007504833,0.00009843468,0.00006129263],"category_scores_gemma":[0.00005662789,0.0001757059,0.0000732814,0.00106147,0.0002604215,0.000124182,0.00003977095,0.0002515113,5.494987e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009674458,"about_ca_system_score_gemma":0.001967152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9619821,"about_ca_topic_score_gemma":0.9282655,"domain_scores_codex":[0.9984916,0.00009983892,0.0004580171,0.0004433366,0.0003073985,0.0001997346],"domain_scores_gemma":[0.9986068,0.0001801497,0.0006279125,0.0002036868,0.0002961621,0.00008526334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001563584,0.0000842127,0.9263211,0.004057625,0.003982075,0.0001469101,0.01126933,0.01119998,0.01581163,0.0001991673,0.0004154159,0.02494892],"study_design_scores_gemma":[0.002014201,0.0002506427,0.89042,0.002071943,0.002878941,0.000008066263,0.005577074,0.003432535,0.09197696,0.00002646551,0.001073159,0.0002699802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864884,0.01159388,0.0000409006,0.0002579114,0.000286668,0.0008215895,0.0004724972,0.00001307853,0.00002509906],"genre_scores_gemma":[0.9964474,0.00294989,0.00007263255,0.00003989416,0.00007049155,0.0003087683,0.000008040168,0.00002079017,0.00008208604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07616533,"threshold_uncertainty_score":0.7165077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393004958342125,"score_gpt":0.3387181779058163,"score_spread":0.2947881283223951,"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."}}