{"id":"W6893653032","doi":"10.5281/zenodo.4774718","title":"CO2SYSv3 for MATLAB","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Constant (computer programming); MATLAB; Python (programming language); Value (mathematics); Iterative method; Scale (ratio)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008107624,0.0004492168,0.0004939117,0.0007476804,0.001235408,0.001338156,0.001888048,0.0003404997,0.3848102],"category_scores_gemma":[0.001132353,0.0005125602,0.0001945172,0.0009423642,0.0002666923,0.0001020554,0.001637092,0.000474158,0.2251385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003733175,"about_ca_system_score_gemma":0.00001110024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004391116,"about_ca_topic_score_gemma":0.000002481447,"domain_scores_codex":[0.9964991,0.0005368444,0.0004042734,0.001050135,0.0006961985,0.0008133986],"domain_scores_gemma":[0.9971143,0.0000390652,0.0003665528,0.001280923,0.0008623719,0.000336774],"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":[0.00006049164,0.0001664335,2.396708e-7,0.0004447577,0.0002027613,0.00002434349,0.0001739624,0.000003906552,0.002111924,0.004231861,0.9839971,0.008582209],"study_design_scores_gemma":[0.0009871165,0.0001606092,0.00001031594,0.0002954947,0.00006385217,0.0001153819,0.0001479422,0.00007849516,0.000218533,0.00007390565,0.9973148,0.0005335647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001537572,0.0008805257,0.001908653,0.0002604116,0.0003128175,0.00160632,0.003600095,0.007306541,0.9841093],"genre_scores_gemma":[0.0004030748,0.0001655916,0.001407608,0.0001721735,0.001052219,2.368231e-7,0.02754162,0.1477287,0.8215287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1625805,"threshold_uncertainty_score":0.9997326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04595548635801685,"score_gpt":0.2665728221109963,"score_spread":0.2206173357529794,"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."}}