{"id":"W2908426141","doi":"10.17580/gzh.2018.11.12","title":"Gem-quality ammonites of Canada: Features of mining and processing","year":2018,"lang":"en","type":"article","venue":"Gornyi Zhurnal","topic":"Mineralogy and Gemology Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Mining engineering; Geology; Computer science; Physics","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":[0.0001230241,0.0002563205,0.0001916521,0.001996137,0.002692898,0.0009446605,0.000358798,0.0002315047,0.00188121],"category_scores_gemma":[0.0002487433,0.0001373236,0.0001662355,0.003179484,0.0006393243,0.0002816227,0.0004676357,0.0002003104,0.0002435306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006561414,"about_ca_system_score_gemma":0.01137749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9238081,"about_ca_topic_score_gemma":0.9725969,"domain_scores_codex":[0.9996347,0.000005543886,0.000008026526,0.00004715828,0.0002217634,0.00008274893],"domain_scores_gemma":[0.9997963,0.000006496271,0.00002473867,0.00000526348,0.0001300836,0.00003706305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006417509,0.000107092,0.6790814,0.0007423151,0.00007385501,0.005876891,0.008934266,0.001506426,0.1155072,0.004924696,0.006636766,0.1759674],"study_design_scores_gemma":[0.000006132368,0.00003552432,0.9324009,0.00004831017,0.00003177463,0.001682296,0.007473127,0.0006830583,0.008420053,0.0002803838,0.04889599,0.0000424158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734331,0.001546968,0.000452814,0.0001983403,0.0000133071,0.00003795893,0.001555326,0.0000305262,0.02273168],"genre_scores_gemma":[0.9835504,0.001344912,0.001456516,0.00004871709,0.000005717594,0.000006306194,0.00100214,0.00002255756,0.01256268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0761919,"threshold_uncertainty_score":0.1532812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801048849492999,"score_gpt":0.2419631407177368,"score_spread":0.2239526522228068,"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."}}