{"id":"W6949088728","doi":"10.5281/zenodo.13208654","title":"humemai/humemai: v1.0.7","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber College","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics); Work (physics)","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":[0.0002492155,0.0001981029,0.0001750993,0.00006468625,0.0006988859,0.0008146034,0.0007107764,0.0001286869,0.1409954],"category_scores_gemma":[0.0001087594,0.00010203,0.0001008313,0.0004562775,0.0000986575,0.00006856945,0.0007416981,0.0002756771,0.0627465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008319972,"about_ca_system_score_gemma":0.000001183426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001043365,"about_ca_topic_score_gemma":0.00001818594,"domain_scores_codex":[0.9985808,0.0001423294,0.0001824425,0.0005058797,0.0002652533,0.0003233263],"domain_scores_gemma":[0.9994774,0.00001304251,0.00009889376,0.0001514032,0.0001114212,0.0001478591],"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":[0.000008376903,0.00004905317,7.50627e-7,0.00003976727,0.00002401736,0.00001515827,0.00002327109,1.723226e-7,0.0003862765,0.001402012,0.8034272,0.1946239],"study_design_scores_gemma":[0.00007783247,0.0001323785,0.00009035318,0.0001003204,0.00002059345,0.00005021994,0.00007872991,0.000006110292,0.00005076803,0.0002057375,0.9989656,0.0002214203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001430607,0.000617177,0.00005007449,0.0007100112,0.0002338593,0.0004320799,0.00167712,0.00177394,0.9930751],"genre_scores_gemma":[0.3770834,0.0005985261,0.0001051531,0.0004552185,0.003626633,3.801805e-7,0.03301597,0.001084182,0.5840305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4090446,"threshold_uncertainty_score":0.9379833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03560588358642385,"score_gpt":0.2241776349700823,"score_spread":0.1885717513836585,"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."}}