{"id":"W4405314763","doi":"10.54434/candj.188","title":"British Columbia’s Changing Regulatory Landscape—Challenges and Opportunities","year":2024,"lang":"en","type":"article","venue":"CAND Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council","funders":"","keywords":"Environmental planning; Environmental resource management; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.005007711,0.000257018,0.0005423374,0.003261206,0.01557481,0.016335,0.003209714,0.005391191,0.01415519],"category_scores_gemma":[0.01054225,0.0004442154,0.0003470396,0.006524817,0.007264975,0.002630552,0.00252856,0.005877223,0.0008896532],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09583797,"about_ca_system_score_gemma":0.1770993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9820811,"about_ca_topic_score_gemma":0.9955795,"domain_scores_codex":[0.9942919,0.0008702254,0.0001616774,0.0005220419,0.001753037,0.002401164],"domain_scores_gemma":[0.9807453,0.004299323,0.0008133575,0.0004553841,0.008786544,0.004900072],"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":[0.0002879925,0.0005453727,0.07446643,0.0009717611,0.0001678936,0.003405769,0.01917213,0.00219662,0.002624443,0.1858884,0.4703948,0.2398784],"study_design_scores_gemma":[0.00006112348,0.00007100713,0.1843221,0.001449732,0.00007707546,0.000359653,0.07283181,0.001553888,0.0007421395,0.0140463,0.7241924,0.0002928022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2530458,0.01574562,0.0008324586,0.5403247,0.001340877,0.00007685598,0.001275556,0.0001165594,0.1872414],"genre_scores_gemma":[0.8353862,0.008997505,0.001759526,0.07151844,0.0002536884,0.000081006,0.000554267,0.00009073937,0.08135869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.904162,"threshold_uncertainty_score":0.6953564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05484337962406878,"score_gpt":0.2262107276944338,"score_spread":0.171367348070365,"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."}}