{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00470255,0.0000979405,0.0002807082,0.002536121,0.0003001092,0.0002166507,0.0003911957,0.00004270572,0.0003628201],"category_scores_gemma":[0.02720223,0.00007750831,0.000077861,0.01468126,0.0009861039,0.0009947967,0.0001806015,0.0000885845,0.0007287298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007593651,"about_ca_system_score_gemma":0.002027937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002977084,"about_ca_topic_score_gemma":0.00003362891,"domain_scores_codex":[0.9965858,0.0001666091,0.000625635,0.0004376518,0.001836396,0.0003479252],"domain_scores_gemma":[0.9864805,0.01029202,0.0002863872,0.0003458904,0.002461732,0.0001334105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001358781,0.0002153622,0.3573452,0.00006602463,0.0001114849,0.000111856,0.004210653,0.00208957,0.195638,0.07807754,0.1049631,0.2558125],"study_design_scores_gemma":[0.0007094934,0.000607122,0.593683,0.000212149,0.0000258673,0.0000862395,0.05164479,0.0482337,0.1279611,0.1731688,0.002826461,0.0008412985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988759,0.00001254815,0.0007856477,0.0002776306,0.002251994,0.0001253356,0.00007196236,0.00004669679,0.007669128],"genre_scores_gemma":[0.9989972,0.000004288289,0.0001613137,0.000004987595,0.00008933098,0.00001373033,0.000006990663,0.000005872188,0.000716328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2549712,"threshold_uncertainty_score":0.9809921,"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."}}