{"id":"W1967224364","doi":"10.1144/gsl.sp.2001.185.01.07","title":"Biogeochemical exploration methods in the Canadian Shield and Cordillera","year":2001,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Biogeochemical cycle; Shield; Geology; Environmental science; Earth science; Astrobiology; Paleontology; Chemistry; Environmental chemistry; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009110212,0.0002701073,0.0002009064,0.004732374,0.001808002,0.001264806,0.0007846248,0.0001949112,0.001917401],"category_scores_gemma":[0.001589901,0.0001542599,0.0001241009,0.004838877,0.0009212322,0.0003407602,0.0008424581,0.0002213461,0.0001840044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01340023,"about_ca_system_score_gemma":0.01342762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9218158,"about_ca_topic_score_gemma":0.9672484,"domain_scores_codex":[0.9993936,0.00008558951,0.00002363837,0.0001026171,0.0002997264,0.00009480456],"domain_scores_gemma":[0.9988815,0.0002138002,0.0001298125,0.00003633946,0.0006339296,0.0001046322],"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":[0.0003872269,0.0001223892,0.3264249,0.0008055452,0.00009515479,0.00100221,0.008476167,0.004422171,0.01752452,0.01343484,0.004252701,0.6230522],"study_design_scores_gemma":[0.00004263646,0.00009853818,0.8619444,0.0002887863,0.00004249609,0.0006223043,0.005751281,0.008443176,0.01342365,0.003211914,0.1060424,0.00008844521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9067271,0.01340917,0.009671256,0.001366971,0.00006335203,0.0003433075,0.002217012,0.0002596599,0.06594221],"genre_scores_gemma":[0.9359161,0.005574062,0.03802146,0.0001300299,0.00002310224,0.0001168051,0.0009603934,0.00004181832,0.01921631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07818425,"threshold_uncertainty_score":0.1572893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05324987735424193,"score_gpt":0.2998925967123958,"score_spread":0.2466427193581539,"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."}}