{"id":"W2340896512","doi":"10.1371/journal.pone.0152944","title":"Advice about Work-Related Issues to Peers and Employers from Head and Neck Cancer Survivors","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cancer survivorship and care","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto; Centre for Addiction and Mental Health","funders":"Institute of Population and Public Health; Canadian Institutes of Health Research; Canadian Centre for Applied Research in Cancer Control; Public Health Agency; Public Health Agency of Canada","keywords":"Exploratory research; Head and neck cancer; Work (physics); Medicine; Family medicine; Advice (programming); Cancer; Nursing; Psychology; Medical education; Sociology","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":[0.002723036,0.0002499691,0.000422084,0.0008160733,0.004357259,0.001853,0.0008665959,0.001463467,0.002582382],"category_scores_gemma":[0.01801239,0.0002303705,0.0002501073,0.0006139863,0.001371909,0.001014451,0.002530762,0.001357369,0.0002948402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653234,"about_ca_system_score_gemma":0.004013399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009142831,"about_ca_topic_score_gemma":0.02012579,"domain_scores_codex":[0.9957637,0.002163782,0.0002764029,0.0002051247,0.001037645,0.0005533814],"domain_scores_gemma":[0.991854,0.004080804,0.001407064,0.0001816858,0.001190056,0.001286442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008798118,0.0004234836,0.1065639,0.0007325555,0.00003680011,0.00387804,0.8113993,0.00009910895,0.001409469,0.0003669305,0.005516801,0.06948557],"study_design_scores_gemma":[0.00001628561,0.0003703423,0.03871687,0.0006097258,0.0000286876,0.001923269,0.9391838,0.0001204446,0.0003457287,0.0001434475,0.01850913,0.0000320908],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899654,0.001392828,0.0001506143,0.003226492,0.00008131343,0.00006631597,0.0000390967,0.000013113,0.005064741],"genre_scores_gemma":[0.9946586,0.001376034,0.0003955028,0.001443132,0.00004272196,0.0000704331,0.00004243686,0.000008695755,0.001962526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009142831,"threshold_uncertainty_score":0.01817918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944906917801436,"score_gpt":0.2737217823927451,"score_spread":0.2442727132147307,"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."}}