{"id":"W7103404709","doi":"","title":"Practice","year":2016,"lang":"en","type":"article","venue":"SHILAP Revista de lepidopterología","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00245496,0.0003551443,0.0004205321,0.0001678909,0.000139619,0.0001607778,0.0006550305,0.0002112118,0.001382601],"category_scores_gemma":[0.004459563,0.0002380146,0.0001863727,0.0003267638,0.0003021548,0.0008562941,0.0001787786,0.0002787259,0.03514587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768889,"about_ca_system_score_gemma":0.0001084807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002880796,"about_ca_topic_score_gemma":0.00000679963,"domain_scores_codex":[0.996578,0.0007952855,0.0005305742,0.0006832889,0.0004099133,0.00100294],"domain_scores_gemma":[0.9968363,0.001099118,0.0003649266,0.001159903,0.000212854,0.0003269173],"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":[0.002349621,0.0007870991,0.1115528,0.0001400044,0.0006155101,0.0008732306,0.0006800268,0.000009748203,0.1611118,0.1482076,0.3923489,0.1813236],"study_design_scores_gemma":[0.001040537,0.0001904405,0.005323017,0.00009025603,0.0001075511,0.0002414315,0.00002753059,0.00001052796,0.001112536,0.0009874712,0.9905067,0.0003620212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4841302,0.003516244,0.01950424,0.09224265,0.0009684554,0.001752194,0.0002456592,0.003381451,0.3942589],"genre_scores_gemma":[0.9851934,0.000115736,0.005126039,0.006647532,0.000517714,0.00006912588,0.000007160021,0.0001415633,0.002181721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5981578,"threshold_uncertainty_score":0.9995303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557222216299791,"score_gpt":0.2827969656179364,"score_spread":0.2672247434549385,"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."}}