{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00291035,0.006783542,0.002624002,0.002269285,0.001409546,0.006592616,0.01199104,0.004259754,0.4516237],"category_scores_gemma":[0.01373357,0.005416234,0.003227991,0.001549994,0.001649095,0.008935522,0.008018056,0.007964176,0.6576555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002719225,"about_ca_system_score_gemma":0.002767916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008628375,"about_ca_topic_score_gemma":0.005994281,"domain_scores_codex":[0.9967706,0.0004349481,0.0002351472,0.0006648378,0.001261732,0.0006327924],"domain_scores_gemma":[0.9957135,0.0006477485,0.0001654241,0.001556103,0.001498612,0.000418658],"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":[0.000349846,0.00005496613,0.0003488343,0.00045525,0.00003480743,0.00007014557,0.00009428367,0.0003948868,0.001357581,0.001664848,0.9784114,0.01676316],"study_design_scores_gemma":[0.0002719063,0.00007764724,0.0006783362,0.0002646702,0.00004551774,0.000237905,0.00007100368,0.003287824,0.01094424,0.005206118,0.97872,0.000194791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004294507,0.0004119783,0.01699352,0.000303013,0.0004202377,0.0001758292,0.0197035,0.936727,0.02483534],"genre_scores_gemma":[0.01055995,0.0006693387,0.02060719,0.001977514,0.0001951583,0.0007838755,0.09350304,0.7958707,0.07583319],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4516237,"threshold_uncertainty_score":0.7821922,"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."}}