{"id":"W1865942769","doi":"10.24908/pceea.v0i0.4813","title":"COLLABORATIVE RESEARCH BETWEEN COLLEGES AND UNIVERSITIES: A SUCCESS STORY","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Mohawk College","funders":"McMaster University","keywords":"Mandate; Christian ministry; Government (linguistics); Situated; Political science; Public relations; Medical education; Community college; Public administration; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.1429915,0.0009845828,0.001411899,0.003421083,0.03562085,0.0523617,0.006508724,0.01784382,0.009755608],"category_scores_gemma":[0.1894465,0.001321649,0.001536362,0.006607012,0.02735405,0.03158972,0.04226044,0.02541518,0.003890284],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01742879,"about_ca_system_score_gemma":0.0463298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01989895,"about_ca_topic_score_gemma":0.02740557,"domain_scores_codex":[0.8029369,0.1224491,0.004613653,0.01055204,0.04155484,0.01789351],"domain_scores_gemma":[0.5978627,0.2142069,0.01185641,0.02093645,0.05149183,0.1036457],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004720539,0.001026036,0.01964468,0.001052154,0.0003124209,0.003285925,0.0852064,0.0006279569,0.0007069055,0.3542928,0.2646989,0.2686738],"study_design_scores_gemma":[0.0002014527,0.0004659371,0.00497348,0.001235558,0.00005766406,0.001270183,0.1002506,0.0008138946,0.0005965898,0.06851166,0.8214372,0.0001857392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05626423,0.03490863,0.008966218,0.7742548,0.007523535,0.0003109018,0.0002124854,0.0004159719,0.1171432],"genre_scores_gemma":[0.8321646,0.01849491,0.006761727,0.1051905,0.00562784,0.0006232193,0.0003628051,0.0004887577,0.03028563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9825712,"threshold_uncertainty_score":0.7562203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03794097738571616,"score_gpt":0.3519629306980173,"score_spread":0.3140219533123011,"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."}}