{"id":"W3014376215","doi":"","title":"Prospectors and Developers Association of Canada Mining Matters: A Model of Effective Outreach","year":2009,"lang":"en","type":"article","venue":"AGUSM","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Outreach; Association (psychology); Computer science; Business; Data science; Political science; Psychology; Law","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":[0.00007706133,0.00005129214,0.00009997833,0.00003093621,0.00001213092,0.000003048325,0.00002793491,0.00002195184,0.000001314887],"category_scores_gemma":[0.00001512935,0.00004768891,0.00001034921,0.0000486826,0.000003973381,0.00001370328,0.000006373461,0.00003007477,1.15589e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051522,"about_ca_system_score_gemma":0.00001322661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003291961,"about_ca_topic_score_gemma":0.003656567,"domain_scores_codex":[0.9996687,0.000006013411,0.00009008616,0.00005385808,0.0000933787,0.00008802471],"domain_scores_gemma":[0.9998658,0.00002359403,0.0000325958,0.00004530391,0.00001449152,0.00001817893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003452442,0.00006750986,0.09556786,0.0007149756,0.0006270616,0.000008596066,0.03543702,0.760012,0.01570148,0.000458058,0.03901475,0.05235621],"study_design_scores_gemma":[0.00114296,0.0001396142,0.4660006,0.0003322688,0.0001088641,0.000001349052,0.002832068,0.5067708,0.02110098,0.00006608911,0.00104576,0.0004585248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952242,0.00005395167,0.0002779119,0.00009989327,0.00002773637,0.00008064649,0.00000257,0.00001934038,0.004213801],"genre_scores_gemma":[0.9989188,0.000002967791,0.0006366086,0.00004048698,0.000006215977,0.000003107607,9.76926e-7,0.000005131697,0.0003857269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3704328,"threshold_uncertainty_score":0.4976482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003345616493098054,"score_gpt":0.161245673125706,"score_spread":0.157900056632608,"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."}}