{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002419433,0.0000631837,0.0001651886,0.00003036249,0.0001507925,0.000004618291,0.00007005664,0.00003680596,0.0002011695],"category_scores_gemma":[0.00009126074,0.00004755404,0.0000139629,0.00007322191,0.0003763972,0.00005399329,0.00001043832,0.00005567254,5.586124e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001327739,"about_ca_system_score_gemma":0.0001408498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1109601,"about_ca_topic_score_gemma":0.7573716,"domain_scores_codex":[0.9994261,0.00004147079,0.0001740251,0.0001009178,0.0001085935,0.0001489302],"domain_scores_gemma":[0.9995946,0.0001125551,0.0001224137,0.00005315799,0.00007652208,0.00004072638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004609446,0.000003583522,0.9694933,0.0000348725,0.00002392436,0.000003610188,0.0006244413,0.000006927538,0.0001251367,0.00002311892,0.002238619,0.02737635],"study_design_scores_gemma":[0.0001120537,0.000074956,0.9979174,0.00001936236,0.00001050624,0.00002379807,0.0005375269,0.00005288256,0.0007429437,0.0001823523,0.00027242,0.00005379462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846259,0.002599715,0.000009753506,0.0002199338,0.0000975572,0.00002334355,0.00002661951,0.000003494096,0.01239365],"genre_scores_gemma":[0.998492,0.00001588175,0.0009540695,0.0001193149,0.00008151762,1.116397e-7,0.000003495187,8.546366e-7,0.0003327342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6464115,"threshold_uncertainty_score":0.89496,"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."}}