{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007150237,0.00009729592,0.0003474593,0.0002931211,0.0002172395,0.00009754589,0.0008410495,0.00001533013,0.00001291483],"category_scores_gemma":[0.00009855378,0.00008179941,0.0000590505,0.0005905132,0.0001211917,0.0003753185,0.0001527103,0.0005300175,0.000009616409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044502,"about_ca_system_score_gemma":0.0007341891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189759,"about_ca_topic_score_gemma":0.0000251102,"domain_scores_codex":[0.997183,0.0005284604,0.0005869844,0.0002631014,0.0008306363,0.000607838],"domain_scores_gemma":[0.9982753,0.0001850045,0.0005062767,0.0004036307,0.0002606581,0.0003691613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000293879,0.00004522048,0.01161475,0.00003899399,0.00002362251,0.00002392557,0.0108811,0.0001931384,0.0002035017,0.006670174,0.008112257,0.9621639],"study_design_scores_gemma":[0.007131325,0.0311936,0.1016983,0.002734502,0.00003740639,0.00234354,0.01578874,0.1923586,0.001691288,0.03034825,0.6123856,0.002288923],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4993734,0.0004149374,0.4265417,0.07049759,0.0007200146,0.0002784359,0.00000183585,0.0000690565,0.00210302],"genre_scores_gemma":[0.9404119,0.0003590751,0.0570211,0.001763225,0.0002654041,0.000004453485,2.384818e-7,0.00001269508,0.0001619309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.959875,"threshold_uncertainty_score":0.3335683,"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."}}