{"id":"W6984829294","doi":"","title":"Introduction","year":2020,"lang":"en","type":"article","venue":"SHILAP Revista de lepidopterología","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":[],"category_scores_codex":[0.001287888,0.0006369457,0.0003304018,0.001307387,0.001504137,0.003803719,0.001356238,0.001445834,0.4168595],"category_scores_gemma":[0.005049236,0.0001939885,0.0004854223,0.001334156,0.0007676851,0.001961549,0.002579563,0.001496365,0.2392344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556169,"about_ca_system_score_gemma":0.003015812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004238968,"about_ca_topic_score_gemma":0.003871139,"domain_scores_codex":[0.9988112,0.0001751907,0.00005133296,0.0002664553,0.0005269836,0.0001688167],"domain_scores_gemma":[0.9976573,0.0003564105,0.00009615121,0.0003073756,0.001151312,0.0004313828],"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":[0.0001119677,0.00007238465,0.001403024,0.0003258405,0.000008539719,0.0001909138,0.0006705278,0.0001907304,0.0007670828,0.08369567,0.6286514,0.2839119],"study_design_scores_gemma":[0.000004041534,0.00001187594,0.0003934191,0.00007671538,0.000002135399,0.00006304239,0.000163121,0.00003167109,0.0001477497,0.003934243,0.9951682,0.000003903954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003349322,0.002460017,0.01045504,0.01320506,0.007903349,0.0003122866,0.006228568,0.001255025,0.9548314],"genre_scores_gemma":[0.02100295,0.00262628,0.006432727,0.006387592,0.001809819,0.0003556048,0.006759184,0.0004817145,0.9541442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4168595,"threshold_uncertainty_score":0.8317791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109527170532459,"score_gpt":0.3470350556005173,"score_spread":0.2375078850680583,"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."}}