{"id":"W3017075026","doi":"10.51847/qli8djz","title":"10.51847/qli8DJz","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuta absoluta; Gelechiidae; Fecundity; Lepidoptera genitalia; Biology; Leaf miner; Population; PEST analysis; Horticulture; Population dynamics; Animal science; Botany; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006335598,0.0001221673,0.0001219838,0.000005298484,0.0001816409,0.00004538347,0.0002268067,0.00003216725,0.9912493],"category_scores_gemma":[0.00001319205,0.00003764735,0.00005547813,0.0002962829,0.00002205943,0.00008941471,0.00008032843,0.00004276832,0.9765476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001522354,"about_ca_system_score_gemma":6.602268e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005601755,"about_ca_topic_score_gemma":0.000003058755,"domain_scores_codex":[0.9992402,0.00002268694,0.0001140962,0.0002222299,0.0001541449,0.0002466223],"domain_scores_gemma":[0.9997808,0.00004534599,0.00001950499,0.00004241462,0.00002693907,0.00008495506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001488658,0.00002537843,0.000002128907,8.704811e-7,0.000009476506,0.000001904754,0.000004351367,0.000008389785,0.0009207955,0.000001495562,0.1277697,0.8712407],"study_design_scores_gemma":[0.0000371527,0.0001441293,0.01074549,0.00000511058,0.000008505041,0.000001264683,0.000003563583,0.000006464197,0.00001644459,0.000003512163,0.9888801,0.0001482669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06691348,0.00003402255,8.431179e-9,0.003217679,0.000002011753,0.0001824229,0.000009752713,0.0001713662,0.9294692],"genre_scores_gemma":[0.005551467,0.000001423074,0.00001686459,0.0001997853,0.0002065823,0.00001836495,0.00002757713,5.648037e-7,0.9939774],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8710924,"threshold_uncertainty_score":0.1535215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008468557565220969,"score_gpt":0.1589716286064576,"score_spread":0.1505030710412366,"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."}}