{"id":"W7006187931","doi":"","title":"Supporting the Contribution of Higher Education Institutions to Regional Development Peer Review Report: Atlantic Canada","year":2006,"lang":"en","type":"report","venue":"USC Research Bank (University of the Sunshine Coast)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Mountain Hazards and Environment","keywords":"Higher education; Government (linguistics); Equity (law); Productivity; Human capital; Social capital; Order (exchange); Inequality","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006162737,0.0001667977,0.0007068951,0.0002495906,0.0007539397,0.00002857121,0.0009256397,0.00009779473,0.002659905],"category_scores_gemma":[0.001437013,0.0001409113,0.0002826997,0.0006527549,0.0003422171,0.0001360924,0.0007254848,0.0003878466,0.000110881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444488,"about_ca_system_score_gemma":0.006674226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6809651,"about_ca_topic_score_gemma":0.4974391,"domain_scores_codex":[0.9976542,0.00007338924,0.0007417749,0.0004689494,0.0006737412,0.0003879466],"domain_scores_gemma":[0.9956933,0.0001296984,0.001192388,0.0007248988,0.002170334,0.0000893418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005903745,0.00004285647,0.00468094,0.0002652672,0.0003029242,0.000007415914,0.0001071358,0.00003583479,4.510432e-7,0.008060839,0.9863521,0.0001383181],"study_design_scores_gemma":[0.00009508804,0.00000730149,0.03241247,0.0003935176,0.00009347334,0.00001132495,0.0002262307,0.000003717857,0.000001723752,0.0003417735,0.9662784,0.0001349718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02111631,0.04099846,0.0002915649,0.1083003,0.01003532,0.004258055,0.002472478,0.00003962931,0.8124879],"genre_scores_gemma":[0.1265575,0.001723145,0.0001065705,0.0001522764,0.0001302477,0.000008385793,0.0005014315,0.00001210467,0.8708084],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.183526,"threshold_uncertainty_score":0.998957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1774174289335275,"score_gpt":0.338793794571014,"score_spread":0.1613763656374865,"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."}}