{"id":"W7066708603","doi":"","title":"Inventory of Current Approaches, Initiatives, and Practices in Canadian Academic Institutions to Foster the Engagement of Social Sciences, Humanities and Arts in the Science-Policy Interface","year":2025,"lang":"en","type":"preprint","venue":"SocArXiv (OSF Preprints)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public engagement; The arts; Government (linguistics); Discipline; Public policy; Indigenous; Politics; Tracking (education)","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":[],"consensus_categories":[],"category_scores_codex":[0.008579485,0.0001520139,0.000359166,0.001043165,0.0004232352,0.0001284546,0.0009193417,0.00008778822,0.0001723611],"category_scores_gemma":[0.001263432,0.0001339216,0.00004876101,0.0005413166,0.002195746,0.0003426062,0.00176915,0.0005923284,0.0001066828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003866483,"about_ca_system_score_gemma":0.001048038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02725307,"about_ca_topic_score_gemma":0.02470008,"domain_scores_codex":[0.9981201,0.0001134557,0.0006119124,0.0007616683,0.00007712466,0.000315708],"domain_scores_gemma":[0.9987823,0.0001623198,0.0006185627,0.0003634453,0.0000350497,0.00003834795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007690742,0.00006217098,0.07618877,0.0002260791,0.00004632299,3.318414e-7,0.09974764,0.0006845373,0.000001689499,0.8192382,0.002954007,0.0008425425],"study_design_scores_gemma":[0.001181909,0.0000310744,0.3562341,0.0009955451,0.00008429131,0.000002679139,0.1407696,0.002751041,0.0001460847,0.1086948,0.3880627,0.001046104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5005969,0.001484452,0.00002526069,0.00372509,0.0007656141,0.001083858,0.0004166129,0.000005024573,0.4918972],"genre_scores_gemma":[0.9981381,0.0007787477,0.00003381621,0.0002352417,0.00003687196,0.0001165766,0.000002417072,0.000003144701,0.0006550486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7105434,"threshold_uncertainty_score":0.9930966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4368793212191183,"score_gpt":0.3750936687946995,"score_spread":0.0617856524244188,"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."}}