{"id":"W4283705308","doi":"10.1130/2022.2554(001)","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"Geological Society of America eBooks","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006391037,0.0009559738,0.000717014,0.00159095,0.001689111,0.00547494,0.0018958,0.002152768,0.6195529],"category_scores_gemma":[0.002577755,0.0003324153,0.0007305215,0.001469032,0.0007049053,0.003849866,0.00271611,0.002221091,0.4407881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002187901,"about_ca_system_score_gemma":0.002144231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002985629,"about_ca_topic_score_gemma":0.003032818,"domain_scores_codex":[0.9990906,0.00008993155,0.00004591231,0.000203851,0.000464522,0.0001053472],"domain_scores_gemma":[0.9988931,0.0001397712,0.00004512,0.0001570788,0.0005869431,0.0001780162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000238016,0.00003411855,0.0001023412,0.0002681388,0.000003378348,0.00006499662,0.0001522574,0.0000792818,0.000213331,0.02166646,0.8695861,0.1078059],"study_design_scores_gemma":[0.00000147458,0.000004817045,0.00006382026,0.0000959622,9.461122e-7,0.00003254585,0.00003321347,0.000009713342,0.00003067095,0.001177112,0.998548,0.000001787187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004808433,0.007970463,0.00214547,0.008365958,0.01388265,0.0001606062,0.003899836,0.000892771,0.9622014],"genre_scores_gemma":[0.003209468,0.005420572,0.001377524,0.002890951,0.002901232,0.0001120719,0.004064275,0.0004180841,0.979606],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6195529,"threshold_uncertainty_score":0.5426615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279331013478108,"score_gpt":0.1785545910952687,"score_spread":0.1657612809604876,"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."}}