{"id":"W6929720774","doi":"10.5066/p9cwyqgu","title":"Alaska Science Center Data Sheets from Intracoelomic Transmitter Implant and Liver Biopsy Surgeries in Birds, 1993-2012","year":2022,"lang":"en","type":"dataset","venue":"USGS DOI Tool Production Environment","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Implant; Tracking (education); Data quality; Center (category theory); Field (mathematics); Patient data; Needle biopsy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007647974,0.0003676839,0.0002774025,0.000182839,0.0001953524,0.00008675999,0.0007486121,0.0001935143,0.004119796],"category_scores_gemma":[0.00008512443,0.0003572603,0.00004315357,0.00009769975,0.0004719288,0.00005662578,0.001262658,0.0005085804,0.0000455741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101722,"about_ca_system_score_gemma":0.00007782099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002407205,"about_ca_topic_score_gemma":0.00003156835,"domain_scores_codex":[0.9974143,0.0001160295,0.000485764,0.001137825,0.0004514179,0.0003946949],"domain_scores_gemma":[0.9979541,0.00001536199,0.0002427747,0.001696806,0.000008352795,0.00008256234],"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":[0.00009531252,0.000193313,0.001432493,0.0001012694,0.00005874998,0.00001501355,0.0001257666,0.0002720826,0.01206058,4.230455e-7,0.9826523,0.002992681],"study_design_scores_gemma":[0.0002825916,0.00008039085,0.005193575,0.00002046781,0.00004357657,0.0001607365,0.00004989012,0.00007916235,0.001652156,0.000002256672,0.9920073,0.0004278693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.2098917,0.0009587388,0.00007621553,0.0005600877,0.001920789,0.0006048615,0.7859623,0.00001623378,0.000009085521],"genre_scores_gemma":[0.008353341,0.005385441,0.0008914359,0.0002576694,0.0004449469,0.00005364346,0.9843702,0.00003402145,0.0002093116],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2015383,"threshold_uncertainty_score":0.9998879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009640688032212437,"score_gpt":0.2276047152512742,"score_spread":0.2179640272190617,"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."}}