{"id":"W4223998162","doi":"10.1016/j.jglr.2022.03.017","title":"Early career researchers benefit from inclusive, diverse and international collaborations: Changing how academic institutions utilize the seminar series","year":2022,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"General partnership; Windsor; Public relations; Inclusion (mineral); Equity (law); Political science; Diversity (politics); Sociology; Social science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03976556,0.0004908894,0.0005125358,0.001906597,0.01349767,0.02721768,0.003770372,0.004345543,0.03596343],"category_scores_gemma":[0.05304648,0.0004624085,0.0005892523,0.001927224,0.006333769,0.01230167,0.02701107,0.0055201,0.006337693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00532251,"about_ca_system_score_gemma":0.0209096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378611,"about_ca_topic_score_gemma":0.007313069,"domain_scores_codex":[0.9701002,0.01978642,0.0005850363,0.001161823,0.003529728,0.004836807],"domain_scores_gemma":[0.9074562,0.01526755,0.00461634,0.003183229,0.008105917,0.0613707],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004406775,0.001251263,0.04370855,0.0005369207,0.00009800281,0.000780999,0.2075414,0.0003460846,0.003677489,0.10216,0.3912999,0.2481587],"study_design_scores_gemma":[0.0001165232,0.0004431689,0.02703445,0.0006337347,0.00004690209,0.0002228682,0.3062212,0.0003010152,0.0008377433,0.0442045,0.6198232,0.0001146922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3114092,0.004040622,0.008387801,0.4857889,0.01292659,0.0001737919,0.0001884857,0.0005970889,0.1764876],"genre_scores_gemma":[0.8784391,0.002401478,0.005496601,0.04158659,0.002888645,0.0002841561,0.0001933957,0.0004628637,0.06824725],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9602345,"threshold_uncertainty_score":0.2103028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3325051846069709,"score_gpt":0.4794819241824322,"score_spread":0.1469767395754613,"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."}}