{"id":"W4245438557","doi":"10.1190/tle35100916.1","title":"Reviews","year":2016,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Studies","funders":"","keywords":"Lode; Metallogeny; Library science; Art; Computer science; Geology; Geochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004592804,0.00005035727,0.000071201,0.000008173,0.00007953405,0.00002366313,0.0007013094,0.00001949782,0.00004007737],"category_scores_gemma":[0.0001959566,0.00002109982,0.00003349176,0.00009438997,0.00003365173,0.00008647329,0.0001364088,0.00004352727,0.001820303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009027451,"about_ca_system_score_gemma":0.000006888147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.550679e-7,"about_ca_topic_score_gemma":3.623209e-7,"domain_scores_codex":[0.9995532,0.00004266619,0.00008217634,0.0001285891,0.00004809504,0.0001452402],"domain_scores_gemma":[0.9993653,0.0001011883,0.00003755044,0.0004568715,0.00001573763,0.0000233213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001425425,0.00001361186,0.0005135502,0.00002385865,0.00000719604,0.000006549678,0.000812482,0.000002236124,0.05389522,0.1417546,0.3023371,0.5006322],"study_design_scores_gemma":[0.00004408662,0.000005312121,0.0001464494,0.00004014201,0.000001053499,0.00001155262,0.000001485042,0.00007920463,0.007599462,0.01272648,0.9792932,0.0000515951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00285508,0.001227438,0.4486546,0.1277694,0.0008707877,0.0001971911,3.845888e-7,0.000319577,0.4181056],"genre_scores_gemma":[0.8232756,0.0001633486,0.002936639,0.001536918,0.0003011375,0.00001775927,1.497483e-7,0.000001882233,0.1717665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8204206,"threshold_uncertainty_score":0.9989569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304374186127316,"score_gpt":0.2603715765181384,"score_spread":0.2173278346568652,"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."}}