{"id":"W4392861085","doi":"10.1177/10497323241235882","title":"From Promise to Practice: How Health Researchers Understand and Promote Transdisciplinary Collaboration","year":2024,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Multidisciplinary approach; Transdisciplinarity; Context (archaeology); Excellence; Qualitative research; Engineering ethics; Experiential learning; Sociology; Knowledge management; Psychology; Pedagogy; Political science; Engineering; Social science; Computer science","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":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09064984,0.0002740826,0.0005780478,0.001833828,0.001981719,0.003997586,0.0007480956,0.0001484232,0.0001923223],"category_scores_gemma":[0.01692737,0.0002126239,0.00007329479,0.008869327,0.0006878954,0.002308064,0.0004917658,0.001453938,0.0004974364],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843487,"about_ca_system_score_gemma":0.00925428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004865263,"about_ca_topic_score_gemma":0.003616549,"domain_scores_codex":[0.9647574,0.02316884,0.001110343,0.001783193,0.007526439,0.001653734],"domain_scores_gemma":[0.9757543,0.01692247,0.0001899789,0.0008458718,0.004378142,0.001909194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001319513,0.0001291648,0.000003199612,0.0002131534,0.0000447926,0.00004878956,0.6830414,0.000007161719,0.0003194777,0.01050428,0.2641233,0.0402458],"study_design_scores_gemma":[0.00043387,0.004471356,0.00009964321,0.0003271832,0.000001937328,0.000005169785,0.7743835,0.002451424,0.00008645722,0.105189,0.1123768,0.0001736638],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09419346,0.007450837,0.01375548,0.8774137,0.0003990454,0.004303642,0.0007350355,0.0001030257,0.001645793],"genre_scores_gemma":[0.9496146,0.0008157648,0.01768167,0.001602394,0.0008918844,0.0008041333,0.0001926742,0.0001088433,0.02828797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8758113,"threshold_uncertainty_score":0.9993176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7118316150590549,"score_gpt":0.706811412603227,"score_spread":0.005020202455827905,"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."}}