{"id":"W4294266444","doi":"10.24908/cppapc.v2022i1.14818","title":"Breaking Down Barriers","year":2022,"lang":"en","type":"article","venue":"Canadian Planning and Policy / Aménagement et politique au Canada","topic":"Mining and Resource Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Selkirk College; Simon Fraser University","funders":"","keywords":"Workforce; Face (sociological concept); Resource (disambiguation); Business; Natural resource; Estate planning; Estate; Economic growth; Political science; Environmental planning; Geography; Sociology; Finance; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002913671,0.0002350626,0.0001845016,0.0004997754,0.0006502069,0.00007801698,0.0002441309,0.00003764588,0.000216997],"category_scores_gemma":[0.00003738505,0.000282061,0.00003288697,0.0002880105,0.00003561995,0.00004800556,0.0001030744,0.0003352191,0.000001922004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00242165,"about_ca_system_score_gemma":0.002323307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9941477,"about_ca_topic_score_gemma":0.9770401,"domain_scores_codex":[0.9982784,0.00008433379,0.0002128288,0.0002479725,0.0002568927,0.0009195245],"domain_scores_gemma":[0.9986964,0.00005227099,0.00003490407,0.0002553374,0.00001168006,0.0009494203],"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":[0.00000724318,0.000004911009,0.01261199,0.0002554182,0.000300621,0.0009244818,0.01127515,0.2740727,0.00001835617,0.1210536,0.57607,0.00340563],"study_design_scores_gemma":[0.000198104,0.00002283265,0.005845702,0.00003329338,0.00001740418,0.00004017811,0.003938032,0.002597548,0.00001043258,0.0000677982,0.986881,0.000347675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3531228,0.0005392722,0.00007029055,0.009685664,0.0008504727,0.0003293961,0.0006384245,0.0002516834,0.6345119],"genre_scores_gemma":[0.9879649,0.00001549098,0.00002503982,0.009397642,0.0002463548,0.00007219324,0.00007432538,0.00005004563,0.002153988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6348421,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006832457206881134,"score_gpt":0.2149047911902737,"score_spread":0.2080723339833925,"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."}}