{"id":"W4206604929","doi":"10.1201/9781003077954-4","title":"The state of aggregate resource management in Ontario","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Business; Aggregate (composite); Resource (disambiguation); Computer science; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006935843,0.0002930058,0.0002090068,0.00122426,0.005720985,0.004654688,0.0009309541,0.0006599016,0.01437413],"category_scores_gemma":[0.0008214927,0.0003687805,0.0002443525,0.00491451,0.002778423,0.001324723,0.001200684,0.0006781381,0.001383206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1014681,"about_ca_system_score_gemma":0.1066489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9825173,"about_ca_topic_score_gemma":0.9947067,"domain_scores_codex":[0.998672,0.00004890467,0.00003710804,0.00008875511,0.000833085,0.0003200978],"domain_scores_gemma":[0.9991629,0.00007090761,0.00007158114,0.00004682517,0.0004616102,0.0001860784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009256236,0.00004888157,0.01110936,0.001393607,0.00002407563,0.0009061994,0.01778647,0.00278817,0.003325288,0.3218457,0.3075596,0.33312],"study_design_scores_gemma":[0.000002153519,0.000006919024,0.007661687,0.0001199253,0.000004339794,0.00005757817,0.001330103,0.0002157781,0.0002012725,0.001879749,0.9885055,0.0000151183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04461202,0.03282791,0.001885679,0.01691556,0.0003587452,0.00009442239,0.001835956,0.0003146042,0.9011551],"genre_scores_gemma":[0.2671104,0.0433722,0.003514697,0.001570831,0.0001394784,0.00006906452,0.001121782,0.000153518,0.6829481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1014681,"threshold_uncertainty_score":0.7362058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110315879333523,"score_gpt":0.1767541284557529,"score_spread":0.1656509696624177,"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."}}