{"id":"W2140813566","doi":"10.1177/1557988314528238","title":"Repackaging Prostate Cancer Support Group Research Findings","year":2014,"lang":"en","type":"article","venue":"American Journal of Men s Health","topic":"Topic Modeling","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Institute of Gender and Health; Canadian Institutes of Health Research","keywords":"Psychosocial; Focus group; Formative assessment; Knowledge translation; Context (archaeology); Interactivity; Medical education; Test (biology); Psychology; Computer science; Knowledge management; World Wide Web; Medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1930172,0.001067367,0.00122807,0.007745493,0.005127955,0.009093021,0.003608422,0.002330706,0.008999502],"category_scores_gemma":[0.3572666,0.00122884,0.00130554,0.006139052,0.003991948,0.01198401,0.01081581,0.0042356,0.002540879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003745415,"about_ca_system_score_gemma":0.008142423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002545979,"about_ca_topic_score_gemma":0.006872345,"domain_scores_codex":[0.8621494,0.1052433,0.01047063,0.004356301,0.01530651,0.002473998],"domain_scores_gemma":[0.4882523,0.4226458,0.01700892,0.04309066,0.02719511,0.001807173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00032961,0.0007406001,0.01624196,0.004807712,0.0001804661,0.001614297,0.6074882,0.0004191078,0.003290607,0.006472403,0.0155825,0.3428325],"study_design_scores_gemma":[0.0003022967,0.00165978,0.03104364,0.01133194,0.0006219424,0.001887051,0.6597796,0.002537381,0.0157298,0.03914563,0.2355667,0.0003943052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6540174,0.00543285,0.1661017,0.07120954,0.004118063,0.01688473,0.002390545,0.002167593,0.07767753],"genre_scores_gemma":[0.7732442,0.004013524,0.181477,0.01428793,0.0009873959,0.01212048,0.001581759,0.001393741,0.01089399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1930172,"threshold_uncertainty_score":0.9951534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359463641037264,"score_gpt":0.3894420955150744,"score_spread":0.3458474591047017,"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."}}