{"id":"W3211812388","doi":"10.1111/hex.13384","title":"Pragmatism as a paradigm for patient‐oriented research","year":2021,"lang":"en","type":"review","venue":"Health Expectations","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":198,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Pragmatism; Psychology; Computer science; Data science; Epistemology; Philosophy","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":["metaresearch"],"category_scores_codex":[0.3781439,0.001408531,0.001851981,0.007095095,0.01207041,0.02661456,0.006595524,0.009308562,0.002778774],"category_scores_gemma":[0.250696,0.001444506,0.002237276,0.005047708,0.1761333,0.02516721,0.02245907,0.02372098,0.001182455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01834813,"about_ca_system_score_gemma":0.05207997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001557529,"about_ca_topic_score_gemma":0.00206076,"domain_scores_codex":[0.4417709,0.5031106,0.01334611,0.01219758,0.0269994,0.002575383],"domain_scores_gemma":[0.5231405,0.3730183,0.02577038,0.04792578,0.02302985,0.007115144],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004131208,0.00006078931,0.0006784897,0.001261395,0.0000395907,0.0001655551,0.09422989,0.000316028,0.0004072692,0.8791795,0.002270539,0.02134956],"study_design_scores_gemma":[0.00007735012,0.0001162429,0.0003972179,0.002857886,0.00003156285,0.0004684113,0.0176551,0.0008610177,0.0005089611,0.9121509,0.0648059,0.00006948401],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01897973,0.01186596,0.5960815,0.2796397,0.002964814,0.003030607,0.0001199154,0.0003190306,0.0869989],"genre_scores_gemma":[0.486122,0.005591372,0.4596739,0.03320644,0.00116568,0.01020333,0.0001013419,0.0001741529,0.003761828],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6218561,"threshold_uncertainty_score":0.7668593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6274351072237284,"score_gpt":0.6377204599002567,"score_spread":0.0102853526765283,"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."}}