{"id":"W6968699405","doi":"10.5281/zenodo.5609267","title":"Acantholumpenus mackayi","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beaufort sea; Bay; Beaufort scale; Brackish water; Pacific ocean","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":[0.00006654103,0.0004768062,0.0001381873,0.001467192,0.0008191105,0.0002270871,0.0001794958,0.000304629,0.01013474],"category_scores_gemma":[0.000220373,0.0001127777,0.0001325756,0.000359679,0.0002467727,0.0003940931,0.0005247311,0.0001804449,0.001968331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005638333,"about_ca_system_score_gemma":0.0001481161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035138,"about_ca_topic_score_gemma":0.02865485,"domain_scores_codex":[0.9999348,0.000005046161,0.000007185529,0.00002979552,0.00001223261,0.00001088065],"domain_scores_gemma":[0.9999152,0.000008197086,0.00003602854,0.00000533068,0.00002008718,0.00001508474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001050293,0.0002186463,0.2526353,0.002197893,0.0001334854,0.001826924,0.002906246,0.000537384,0.2483147,0.002112223,0.02151538,0.4665516],"study_design_scores_gemma":[0.00002571112,0.0003091929,0.9041597,0.0001993985,0.00006954402,0.001547576,0.0007068305,0.0003375856,0.003982595,0.0002775055,0.08836539,0.00001908582],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171378,0.004762249,0.0009102882,0.000219612,0.0001509586,0.0001252216,0.002487526,0.0002690181,0.07393724],"genre_scores_gemma":[0.9824246,0.001338666,0.002138554,0.0001405461,0.00008337798,0.0001118086,0.002294692,0.00001712843,0.01145076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01035138,"threshold_uncertainty_score":0.03390402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739258767009046,"score_gpt":0.2558163144129119,"score_spread":0.2384237267428214,"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."}}