{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001744468,0.002745938,0.001951501,0.001523982,0.0008181417,0.003481523,0.005964466,0.001871228,0.3699754],"category_scores_gemma":[0.007002432,0.001566304,0.00230247,0.001340458,0.0007398839,0.003748897,0.003803722,0.003921859,0.3185436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208764,"about_ca_system_score_gemma":0.002706534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004571628,"about_ca_topic_score_gemma":0.005068924,"domain_scores_codex":[0.9987783,0.00017179,0.0001291677,0.0003180919,0.0004168216,0.0001858458],"domain_scores_gemma":[0.9978116,0.0006528816,0.000183415,0.0004312311,0.0007489376,0.0001719482],"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":[0.0002138523,0.00005061047,0.0005831697,0.00109053,0.0001090526,0.0001434357,0.0001300606,0.004828599,0.002442919,0.01204264,0.9231496,0.05521549],"study_design_scores_gemma":[0.0002479593,0.00005288369,0.0006498336,0.0004238932,0.0000561889,0.0002610973,0.00006987475,0.0266549,0.01115025,0.03039486,0.9298948,0.0001435838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007519192,0.0005339665,0.1880105,0.0007375646,0.0007950897,0.0001728616,0.06244464,0.7169313,0.02962213],"genre_scores_gemma":[0.01925952,0.001128903,0.1759611,0.003055613,0.0003568343,0.001798285,0.1384446,0.584016,0.07597898],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3699754,"threshold_uncertainty_score":0.8986536,"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."}}