{"id":"W6950335437","doi":"10.5281/zenodo.7271315","title":"ACEsuit/BIPs.jl: v1.0.0","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Invariant (physics); Representation (politics); Product (mathematics)","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":[0.001732542,0.001688125,0.001050904,0.001420792,0.0006104559,0.002393152,0.004409236,0.001535655,0.1741622],"category_scores_gemma":[0.004276482,0.001297813,0.001341123,0.001391855,0.0007125862,0.001995131,0.002697274,0.002688807,0.1539327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084738,"about_ca_system_score_gemma":0.0009886863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003897265,"about_ca_topic_score_gemma":0.003331679,"domain_scores_codex":[0.9989591,0.000175089,0.0000540646,0.0001927366,0.0003375382,0.0002815003],"domain_scores_gemma":[0.9988188,0.00026824,0.0000720876,0.0004564775,0.0002642834,0.0001201063],"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":[0.001853244,0.0003179941,0.002820308,0.001192272,0.0002482976,0.0003691343,0.000403069,0.007166003,0.0152549,0.03645385,0.8032787,0.1306422],"study_design_scores_gemma":[0.0009176943,0.0002452079,0.002705357,0.000311623,0.0001003338,0.0004160354,0.0001197812,0.08161464,0.05255113,0.04974828,0.8110009,0.0002689778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004896208,0.0005331472,0.2030067,0.0003691559,0.0006946903,0.000125084,0.02054706,0.7291789,0.04064916],"genre_scores_gemma":[0.1568784,0.0007991857,0.189866,0.001552544,0.0005719025,0.0006271546,0.09947352,0.4857684,0.06446292],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1741622,"threshold_uncertainty_score":0.5826306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300627924324143,"score_gpt":0.2021375367572594,"score_spread":0.1791312575140179,"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."}}