{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007767862,0.0002857598,0.0004091021,0.001072094,0.002166715,0.0007359933,0.0008994701,0.0004154184,0.00148609],"category_scores_gemma":[0.001686249,0.0003430728,0.0004932863,0.003869613,0.0003496262,0.0002906587,0.0008436663,0.0005893363,0.0002623206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01555886,"about_ca_system_score_gemma":0.02491167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914941,"about_ca_topic_score_gemma":0.9952035,"domain_scores_codex":[0.9991941,0.00006186765,0.00006056488,0.0001085569,0.0003450138,0.0002299316],"domain_scores_gemma":[0.9978496,0.0001038456,0.0003176265,0.00006588706,0.001140921,0.000522272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002502101,0.00004368301,0.9960766,0.00003417117,0.00003341357,0.00003548509,0.0003638017,0.00003652369,0.0001123897,0.00001562573,0.0007458187,0.002477317],"study_design_scores_gemma":[0.000005094375,0.00002016583,0.9986188,0.00002330306,0.00001437534,0.00002518893,0.0006450577,0.0001120722,0.00002326802,0.000005693602,0.0005027314,0.000004154777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904377,0.0004271203,0.0001479249,0.0002823055,0.000009670544,0.00017427,0.006904589,0.00001039397,0.001605959],"genre_scores_gemma":[0.9937115,0.0006880228,0.000593438,0.0002794829,0.000006859014,0.000130149,0.003351287,0.00000440653,0.001234939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01555886,"threshold_uncertainty_score":0.112888,"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."}}