{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00109222,0.0006095538,0.0003033636,0.0009800765,0.001238492,0.002875246,0.001164116,0.001436702,0.3499981],"category_scores_gemma":[0.003544687,0.000159004,0.0004687954,0.0008227011,0.0007088921,0.00128437,0.002069199,0.001398221,0.1898559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122308,"about_ca_system_score_gemma":0.002649901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00318001,"about_ca_topic_score_gemma":0.003106485,"domain_scores_codex":[0.999061,0.00013437,0.00003781224,0.000219049,0.0003906456,0.0001570979],"domain_scores_gemma":[0.9984936,0.0002079452,0.00007184529,0.0001760394,0.0007095753,0.0003409921],"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":[0.0002078347,0.0001195342,0.002526994,0.0005077259,0.00001362427,0.000519596,0.0007472927,0.0001696996,0.001576261,0.0597544,0.4956357,0.4382214],"study_design_scores_gemma":[0.000007295146,0.00002895228,0.0007461048,0.0001301302,0.000003951344,0.0002558964,0.0001856954,0.00002811388,0.0002713374,0.003102758,0.9952345,0.000005215336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006239369,0.005166086,0.009557788,0.01371335,0.01032338,0.0003548595,0.004505442,0.001256781,0.9488829],"genre_scores_gemma":[0.03370457,0.004408519,0.005750629,0.008472808,0.002089715,0.0003616149,0.004709785,0.0004068336,0.9400954],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6500019,"threshold_uncertainty_score":0.9271489,"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."}}