{"id":"W4385241240","doi":"10.3390/cancers15153753","title":"Assessing Skin Cancer Risk Factors, Sun Safety Behaviors and Melanoma Concern in Atlantic Canada: A Comprehensive Survey Study","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University; McGill University; Hôtel-Dieu de Québec; Centre hospitalier universitaire de Québec; University of Alberta; Université de Montréal","funders":"Canadian Cancer Society; Canadian Institutes of Health Research; Cancer Research Society","keywords":"Skin cancer; Melanoma; Cancer; Medicine; Environmental health; Dermatology; Internal medicine; Cancer research","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":[0.0002021973,0.0001878159,0.0003973335,0.0001596207,0.0001317014,0.00003905367,0.00006340659,0.00004995127,0.0001127864],"category_scores_gemma":[0.00005312528,0.0001732829,0.00003169115,0.0005137337,0.00005720427,0.00005357162,0.00006396618,0.0002330503,0.000003120648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002633116,"about_ca_system_score_gemma":0.00106833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9762542,"about_ca_topic_score_gemma":0.9817435,"domain_scores_codex":[0.9985702,0.0001664347,0.000280479,0.0003711851,0.0002900401,0.0003216756],"domain_scores_gemma":[0.999285,0.0001759148,0.0001097063,0.0002007669,0.0000723906,0.0001561894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001230323,0.00001832024,0.9932759,0.00003438204,0.0001058275,0.0004208727,0.0008860939,0.0005693184,0.00007396556,9.769202e-7,0.001568158,0.00292319],"study_design_scores_gemma":[0.001507716,0.0001352167,0.9830256,0.00006165692,0.0001192074,0.00001217586,0.00990787,0.0006489723,0.00004232294,6.477214e-7,0.004362529,0.0001760648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979579,0.0001874332,0.000004778615,0.00007539344,0.0006918733,0.0007785655,0.00008164538,0.00006870837,0.0001536563],"genre_scores_gemma":[0.9988451,0.0003872125,0.000003569406,0.0001078063,0.00005203678,0.00004459279,0.00006871281,0.00002738024,0.0004636176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01025024,"threshold_uncertainty_score":0.7066272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038154095168666,"score_gpt":0.3232523476083504,"score_spread":0.2728708066566637,"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."}}