{"id":"W4409174984","doi":"10.1017/cts.2025.54","title":"Perspective integration capability: A valid and reliable measurement instrument for assessing knowledge integration readiness in interdisciplinary collaborations","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical and Translational Science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Paul University","funders":"","keywords":"Perspective (graphical); Knowledge management; Computer science; Knowledge integration; Data science; Systems engineering; Engineering; Artificial intelligence; Domain knowledge","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01088884,0.0003728308,0.0003921005,0.002989241,0.0007898246,0.001176796,0.0008327989,0.0009212401,0.002485709],"category_scores_gemma":[0.03281686,0.0002233195,0.001020593,0.001782276,0.0007197655,0.001740594,0.002402336,0.001264333,0.0005266223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007494433,"about_ca_system_score_gemma":0.003138708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008212125,"about_ca_topic_score_gemma":0.001792037,"domain_scores_codex":[0.9921679,0.003281648,0.00102316,0.0004161456,0.00270398,0.0004070233],"domain_scores_gemma":[0.9742693,0.009887159,0.007113635,0.001489502,0.005222093,0.002018323],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002808184,0.001382722,0.8533695,0.0003952414,0.000272667,0.0001333452,0.003905698,0.001078031,0.002865572,0.001715217,0.00255002,0.1320513],"study_design_scores_gemma":[0.0001275274,0.001743286,0.9768568,0.0004232569,0.000181956,0.0006129922,0.004227918,0.004897182,0.002248845,0.002317531,0.006284767,0.00007805162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665119,0.0004177587,0.01649809,0.0006707104,0.00005561474,0.001840081,0.0008414182,0.00008301807,0.01308136],"genre_scores_gemma":[0.9669995,0.0002360534,0.02932256,0.0001821083,0.00002730496,0.002041643,0.0006367034,0.00001413739,0.0005399832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9891112,"threshold_uncertainty_score":0.05758643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2708576696491091,"score_gpt":0.5511790256303132,"score_spread":0.2803213559812041,"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."}}