{"id":"W1982657965","doi":"10.1007/s11192-007-1731-y","title":"Direct interactions medical school faculty members have with professionals and managers working in public and private sector organizations: A cross-sectional study","year":2007,"lang":"en","type":"article","venue":"Scientometrics","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Santé Montérégie; Université Laval","funders":"","keywords":"Multivariate analysis; Work (physics); Cross-sectional study; Psychology; Private sector; Medical school; Probit model; Public sector; Multivariate statistics; Medical education; Public relations; Medicine; Political science; Computer science; Engineering","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006042937,0.0001843008,0.000299351,0.003544818,0.001324622,0.0001351052,0.0002328578,0.0001859941,0.0009828042],"category_scores_gemma":[0.006325359,0.0001409562,0.00002036985,0.01004637,0.0001626981,0.0005193994,0.0003899424,0.0009695842,0.00002401419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009492371,"about_ca_system_score_gemma":0.001514394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053958,"about_ca_topic_score_gemma":0.005422342,"domain_scores_codex":[0.9962897,0.0002838961,0.0007430769,0.0005524918,0.001400809,0.0007300402],"domain_scores_gemma":[0.9964879,0.001665188,0.0002612573,0.0002261223,0.0005344892,0.0008250256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004406972,0.0001992936,0.9957612,0.00006335214,0.00002908363,0.00002764873,0.001822248,0.000001429714,0.000003790689,0.0001698464,0.0009949174,0.000883095],"study_design_scores_gemma":[0.001480375,0.00006886303,0.9808996,0.00008200567,0.00001039552,0.00001027847,0.004116409,0.0000584647,0.000002666885,0.00002453995,0.01309025,0.0001561921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884573,0.00017728,0.0003333628,0.001993762,0.001033078,0.001281153,0.00001462165,0.0001047867,0.006604621],"genre_scores_gemma":[0.9928729,0.00005550919,0.0007574721,0.003759909,0.0001429064,0.00007479163,0.00003504232,0.00002566857,0.002275828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01486166,"threshold_uncertainty_score":0.9999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122416472693556,"score_gpt":0.4864101305550571,"score_spread":0.3639936578615011,"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."}}