{"id":"W4404141104","doi":"10.3390/curroncol31110513","title":"Advancing Research Alongside Patient Partners: Next-Generation Best Practices for Effective Collaboration in Health Research","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ovarian Cancer Canada","funders":"Health Canada; Cancer Research Society; Johns Hopkins University","keywords":"Medicine; Best practice; Knowledge management; Medical education; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.3607587,0.00180838,0.001761616,0.006660853,0.02768663,0.0393501,0.01077181,0.01493342,0.01084175],"category_scores_gemma":[0.2931757,0.002717579,0.003699401,0.004950463,0.03838081,0.03487581,0.0634912,0.02698367,0.004961037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02295006,"about_ca_system_score_gemma":0.180377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01216796,"about_ca_topic_score_gemma":0.04004449,"domain_scores_codex":[0.4991362,0.4393923,0.01337948,0.01038473,0.02666858,0.01103872],"domain_scores_gemma":[0.5592771,0.2595232,0.01770058,0.0501502,0.04475274,0.06859621],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001688895,0.001016687,0.007471343,0.004926952,0.0004269488,0.00192919,0.2432369,0.001266125,0.0008599783,0.09604114,0.1091414,0.5335144],"study_design_scores_gemma":[0.0002859651,0.0005258895,0.003375569,0.01697083,0.0002479225,0.001539897,0.1761707,0.001375184,0.000990168,0.3033825,0.4948204,0.0003149868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01199965,0.0172802,0.1348108,0.7710831,0.005175014,0.002922749,0.0001223432,0.0010581,0.055548],"genre_scores_gemma":[0.2427921,0.02351948,0.6149723,0.1008124,0.002265688,0.007817756,0.0002928148,0.0005214236,0.007006137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6392413,"threshold_uncertainty_score":0.7882984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8777919586025846,"score_gpt":0.7307872298273681,"score_spread":0.1470047287752165,"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."}}