{"id":"W4389131000","doi":"10.1097/prs.0000000000010885","title":"Science of Collaboration","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Public relations; Work (physics); Sociology; Management; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01152528,0.001220123,0.001461571,0.002753356,0.008122289,0.01724447,0.003405066,0.007762376,0.03240561],"category_scores_gemma":[0.0171083,0.0004787292,0.0007346523,0.002694087,0.04424676,0.02035513,0.01687524,0.006977127,0.008073058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008677495,"about_ca_system_score_gemma":0.01687023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003140693,"about_ca_topic_score_gemma":0.002205868,"domain_scores_codex":[0.977318,0.01173979,0.001079002,0.003650891,0.004228625,0.001983679],"domain_scores_gemma":[0.9879628,0.004751422,0.001073073,0.00260662,0.001641675,0.001964524],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007568738,0.0000124696,0.0001519695,0.0001638344,0.00001205178,0.00006169731,0.001629404,0.000117764,0.00003364956,0.9565999,0.02798243,0.01322725],"study_design_scores_gemma":[0.000009262652,0.00001381715,0.0001228215,0.0004864684,0.000005381028,0.0001232367,0.001334594,0.0001263385,0.0000522285,0.5292153,0.4685001,0.00001058336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003376758,0.02381808,0.02956583,0.09827132,0.005655751,0.0002125305,0.0003346892,0.0003044411,0.8384606],"genre_scores_gemma":[0.62247,0.06412476,0.03153487,0.0692144,0.01067908,0.001929821,0.001287345,0.0007918332,0.1979679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9884747,"threshold_uncertainty_score":0.1084076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08560919751986559,"score_gpt":0.3942607043212171,"score_spread":0.3086515068013516,"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."}}