{"id":"W2902607609","doi":"10.1136/bmj.k5147","title":"Evaluating patient and public involvement in research","year":2018,"lang":"en","type":"editorial","venue":"BMJ","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":224,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; Université de Montréal","funders":"","keywords":"Data science; Computer science; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0169744,0.0003022318,0.0005080143,0.0006055625,0.001204358,0.00003227546,0.0003161133,0.001072904,0.0006948021],"category_scores_gemma":[0.002965695,0.0002687541,0.000042611,0.000433068,0.0001527981,0.0001046827,0.0009071394,0.00315764,0.0007793303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637297,"about_ca_system_score_gemma":0.003492464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00394759,"about_ca_topic_score_gemma":0.006956466,"domain_scores_codex":[0.9882495,0.004447471,0.001792011,0.0008060526,0.003037267,0.001667689],"domain_scores_gemma":[0.9931567,0.003863773,0.000605308,0.0006868842,0.00119569,0.0004916237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001290422,0.0001529619,0.007090685,0.003226031,0.00001229457,0.000005987843,0.005285251,1.310972e-7,0.000002760017,0.00007984865,0.9771456,0.006869381],"study_design_scores_gemma":[0.001371204,0.001695981,0.0001900081,0.004397454,0.000006887345,7.660871e-8,0.006215875,0.0001029025,0.000002479951,0.0007398538,0.9850305,0.0002467852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.09015854,0.0008626628,0.000001419614,0.0009902528,0.8895013,0.007204685,0.0002033064,0.00004522262,0.01103264],"genre_scores_gemma":[0.003652354,0.0005274955,0.0008389334,0.001058104,0.9824908,0.005336418,0.002578872,0.00009348222,0.003423575],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0929895,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7039240004018099,"score_gpt":0.6306257813413483,"score_spread":0.07329821906046163,"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."}}