{"id":"W4223426456","doi":"10.3390/curroncol29040212","title":"A Qualitative Needs Analysis of Skin Cancer Care from the Perspectives of Patients, Physicians, and Health Insurance Representatives—A Case Study from Eastern Saxony, Germany","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stiftung Hochschulmedizin Dresden","keywords":"Medicine; Stakeholder; Family medicine; Health care; Guideline; Focus group; Skin cancer; Telemedicine; Population; Qualitative research; Cancer; Nursing; Environmental health; Pathology; Public relations; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008763031,0.0006755707,0.0005741199,0.00216832,0.01026142,0.003792998,0.001591039,0.002062509,0.003355725],"category_scores_gemma":[0.007517925,0.0005881994,0.0004759743,0.002280063,0.006103561,0.003412737,0.00433844,0.001897707,0.0002537496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01067059,"about_ca_system_score_gemma":0.005421927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615309,"about_ca_topic_score_gemma":0.02358436,"domain_scores_codex":[0.9908879,0.006872889,0.0002273019,0.0003612521,0.0004325544,0.001218139],"domain_scores_gemma":[0.9899778,0.007944944,0.0005032957,0.0001513488,0.0006400599,0.0007824228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000239876,0.00005305848,0.00152075,0.0001337417,0.000003545819,0.001942762,0.9913935,0.00006571408,0.0005646158,0.001338566,0.0003210458,0.002638787],"study_design_scores_gemma":[0.000002592246,0.00001855848,0.0008081251,0.00007304921,0.000001866925,0.0001467967,0.9961904,0.00006867465,0.0001185999,0.0001526332,0.00241436,0.000004214904],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884074,0.0005406738,0.002458908,0.002942566,0.00004976417,0.0004567094,0.0001724643,0.00001036418,0.004961263],"genre_scores_gemma":[0.9946737,0.000591448,0.001628192,0.0006313495,0.00001349831,0.0003868201,0.00008169119,0.00001235381,0.00198104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615309,"threshold_uncertainty_score":0.07742089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08612084587294987,"score_gpt":0.4522833622899278,"score_spread":0.3661625164169779,"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."}}