{"id":"W2247090134","doi":"10.15402/esj.v1i1.39","title":"An Institutional Process for Brokering Community-Campus Research Collaborations","year":2015,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; York University","keywords":"Community mobilization; Process (computing); Knowledge management; Service (business); Mobilization; Public relations; Knowledge integration; Political science; Business; Sociology; Computer science; Knowledge engineering; Marketing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05168397,0.0004620963,0.0004064789,0.004696493,0.01660814,0.0158442,0.003415273,0.003411958,0.01302694],"category_scores_gemma":[0.07072213,0.0009919377,0.000906523,0.003704026,0.01656276,0.01439999,0.02672423,0.004093958,0.004160197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008930854,"about_ca_system_score_gemma":0.02740135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004987823,"about_ca_topic_score_gemma":0.007386749,"domain_scores_codex":[0.9409796,0.04164036,0.002327417,0.004272884,0.007602602,0.003177222],"domain_scores_gemma":[0.9416435,0.02620633,0.00430737,0.01319505,0.006983187,0.007664514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000167219,0.0005355541,0.01005786,0.0002866809,0.00005311678,0.00201885,0.2655132,0.001732931,0.00479807,0.4756474,0.01242694,0.2267622],"study_design_scores_gemma":[0.0001312226,0.0005720432,0.004980173,0.0008836226,0.00006116283,0.0009477599,0.187037,0.006602346,0.004688308,0.1318982,0.6619471,0.0002509911],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.206758,0.0008510821,0.5153538,0.02192385,0.0007401808,0.005929909,0.0001520119,0.00187362,0.2464175],"genre_scores_gemma":[0.7897551,0.0003715273,0.1594765,0.000779855,0.0001498171,0.002109649,0.0001136318,0.0002341757,0.04700978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05168397,"threshold_uncertainty_score":0.2733343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4447195931932405,"score_gpt":0.5126455162448806,"score_spread":0.06792592305164014,"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."}}