{"id":"W7103469845","doi":"","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"SHILAP Revista de lepidopterología","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002222169,0.0002581138,0.0003460338,0.0002540156,0.0005789905,0.0001171646,0.0005962575,0.00006360545,0.01134943],"category_scores_gemma":[0.0002579564,0.0002874464,0.0001732993,0.0006623056,0.0001339476,0.0001932781,0.0004056418,0.000765815,0.004337588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007309787,"about_ca_system_score_gemma":0.0000787583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004319951,"about_ca_topic_score_gemma":0.00000485221,"domain_scores_codex":[0.9968081,0.000894848,0.0004301661,0.0006756274,0.0004729514,0.0007183705],"domain_scores_gemma":[0.9985844,0.00006932708,0.0002332804,0.0009021423,0.00005566261,0.0001551708],"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":[0.0005284315,0.0003122205,0.02807963,0.00004811203,0.0001187819,0.000103996,0.000531327,0.002417552,0.01862116,0.02937698,0.910511,0.009350836],"study_design_scores_gemma":[0.0004490797,0.0002677659,0.004076177,0.000002368421,0.00005146398,0.0002502394,0.0001080598,0.0003415114,0.0002323091,0.0007197942,0.9932317,0.000269578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466659,0.001373484,0.000804377,0.02520332,0.001482562,0.0008563565,0.0002051084,0.001408006,0.02200091],"genre_scores_gemma":[0.9919667,0.00001005491,0.0008119745,0.002595159,0.001833654,0.0002698072,0.0001812678,0.000113637,0.00221774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08272068,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119236013484426,"score_gpt":0.2422462320013185,"score_spread":0.2303226306528759,"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."}}