{"id":"W6912780551","doi":"10.5281/zenodo.4478084","title":"Tritoxa Loew 1873","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Canadian Food Inspection Agency","funders":"","keywords":"Malaise; Margin (machine learning); Hyaline; Genus","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":[],"consensus_categories":[],"category_scores_codex":[0.0002170631,0.001101704,0.0004202678,0.003151352,0.002360873,0.0007007743,0.0006197814,0.000739942,0.05341028],"category_scores_gemma":[0.0004646863,0.0004125202,0.0003702002,0.001604955,0.0007046662,0.00169058,0.001211186,0.0007366443,0.01398592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000736649,"about_ca_system_score_gemma":0.0003703748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005619837,"about_ca_topic_score_gemma":0.008972161,"domain_scores_codex":[0.9997239,0.00002475528,0.00003295792,0.0001167672,0.00006575866,0.00003585681],"domain_scores_gemma":[0.9997953,0.0000316975,0.00008991529,0.00002701882,0.00003387995,0.00002234681],"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":[0.0005037123,0.0005890432,0.03244431,0.001389038,0.000142533,0.00435914,0.00249279,0.001056034,0.04970851,0.0120125,0.08613794,0.8091645],"study_design_scores_gemma":[0.0003483509,0.001263633,0.2436623,0.002065445,0.0003050463,0.0170199,0.002965501,0.00155387,0.005721732,0.004438774,0.7205561,0.00009935358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3147752,0.01761382,0.01042291,0.001343807,0.00135108,0.001642651,0.01136254,0.002129027,0.6393589],"genre_scores_gemma":[0.8259538,0.009162978,0.009950299,0.003042312,0.0007361041,0.001074447,0.009634879,0.000170173,0.140275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05341028,"threshold_uncertainty_score":0.1786752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05207262437970616,"score_gpt":0.2220991065495398,"score_spread":0.1700264821698337,"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."}}