{"id":"W6894187191","doi":"10.5281/zenodo.6639279","title":"Sisubiotus Stec, Vecchi, Calhim & Michalczyk 2021","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Oral cavity; Genus; Armature (electrical engineering); Conical surface; Broad band","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":[0.00006229637,0.0006303636,0.0002677632,0.001556983,0.0007410125,0.0003747194,0.0004321146,0.000379309,0.004907764],"category_scores_gemma":[0.0003439513,0.0001753865,0.0002010367,0.0008906518,0.000529847,0.0004525593,0.001014832,0.0003651184,0.001314983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004609408,"about_ca_system_score_gemma":0.0007146707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009014237,"about_ca_topic_score_gemma":0.01658616,"domain_scores_codex":[0.9999051,0.000005683098,0.0000110908,0.0000215635,0.00003733882,0.00001922278],"domain_scores_gemma":[0.9998949,0.000009437853,0.00002837853,0.000009516139,0.00004133279,0.00001641418],"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":[0.0005029697,0.00008517722,0.0876334,0.001753186,0.0001048174,0.005221279,0.002786737,0.001402263,0.05151856,0.004219903,0.02504258,0.8197291],"study_design_scores_gemma":[0.00008659797,0.0002643415,0.4151821,0.001056051,0.000213732,0.01009979,0.003461461,0.001996481,0.008866449,0.002043854,0.5566755,0.00005376519],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6648181,0.02974424,0.009758167,0.0009401029,0.002244244,0.000880273,0.004779177,0.0007409829,0.2860946],"genre_scores_gemma":[0.9436481,0.009575563,0.006920554,0.000456211,0.0003501949,0.0003128658,0.004796769,0.00005696211,0.03388273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009014237,"threshold_uncertainty_score":0.01792353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630869284752318,"score_gpt":0.2156271625260017,"score_spread":0.1993184696784785,"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."}}