{"id":"W6969392544","doi":"10.5281/zenodo.7300761","title":"Cybocephalus zakotus T. R. Smith in T. R. Smith & Cave 2007","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coleoptera: Cerambycidae studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cave; Orchard; Western europe; Pinus <genus>","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004738434,0.0003747594,0.0001724038,0.001127126,0.001092311,0.0003990826,0.0002655319,0.000428618,0.02084013],"category_scores_gemma":[0.0001146943,0.0001978395,0.0001158689,0.0005402742,0.0005374451,0.0006961706,0.0008094481,0.0003836316,0.004925798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006325265,"about_ca_system_score_gemma":0.0004150854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04385203,"about_ca_topic_score_gemma":0.1166201,"domain_scores_codex":[0.9999573,0.000003848263,0.000003262087,0.00001219151,0.00001278357,0.00001062205],"domain_scores_gemma":[0.9999639,0.000004147284,0.00001593305,0.000003545791,0.000006826705,0.000005630111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000333313,0.00008762693,0.03755178,0.0008295493,0.00003929813,0.002259056,0.001891514,0.0005392493,0.03190808,0.006206905,0.05645239,0.8619013],"study_design_scores_gemma":[0.00006343212,0.0001545159,0.3923614,0.001019298,0.00007889679,0.007945158,0.002289953,0.0005194426,0.004566712,0.001987586,0.5889766,0.00003697599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4005914,0.02295404,0.003579285,0.001653033,0.0007695589,0.0004652931,0.003141368,0.0004864159,0.5663595],"genre_scores_gemma":[0.858658,0.01723048,0.004246435,0.001031707,0.0001898977,0.0001331918,0.001819236,0.00005989785,0.1166312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04385203,"threshold_uncertainty_score":0.08719355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274723030194702,"score_gpt":0.2137281460758408,"score_spread":0.1862558430563706,"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."}}