{"id":"W6911758743","doi":"10.5281/zenodo.13362805","title":"adrn/gala: v1.9.0","year":2024,"lang":"en","type":"other","venue":"Edinburgh Research Explorer","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Compatibility (geochemistry); Upload; Artifact (error)","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004983897,0.001001925,0.0009999656,0.005573519,0.0001578505,0.0006218496,0.002063144,0.001228641,0.2741369],"category_scores_gemma":[0.001536452,0.0008702076,0.0004709575,0.003346049,0.001188525,0.0002235303,0.001709985,0.004967765,0.4475244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008279743,"about_ca_system_score_gemma":0.0007464262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000441757,"about_ca_topic_score_gemma":0.0001353933,"domain_scores_codex":[0.9876009,0.000569236,0.0006356728,0.002273768,0.00599256,0.002927895],"domain_scores_gemma":[0.9953155,0.0003855413,0.000149558,0.002670658,0.0005103528,0.0009684165],"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":[0.00005753273,0.0001574363,0.00002043004,0.0002267726,0.0004703524,0.001009231,0.001214479,3.864939e-7,0.0003458181,0.0006942979,0.9950247,0.0007784927],"study_design_scores_gemma":[0.000434927,0.000150502,0.000002926928,0.002107955,0.0000631285,0.00001905619,0.0009326154,0.00002369504,0.0002070469,0.004802768,0.9903882,0.0008671776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001417274,0.01446447,0.000009826485,0.002153917,0.004371705,0.001635079,0.0005461379,0.002631159,0.9741735],"genre_scores_gemma":[0.0003533475,0.001472929,0.0002190443,0.0001098929,0.01632251,0.001575281,0.0002406029,0.009152182,0.9705542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1733876,"threshold_uncertainty_score":0.9993749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.209747378743879,"score_gpt":0.4430544507959903,"score_spread":0.2333070720521113,"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."}}