{"id":"W6950115258","doi":"10.5281/zenodo.4546015","title":"CO2SYSv3 for MATLAB","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"MATLAB; Computation; Compatibility (geochemistry); Microsoft excel; Carbonate; Consistency (knowledge bases)","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":[0.001702852,0.003292238,0.001978611,0.001545788,0.0009358805,0.00335234,0.005407151,0.001733496,0.3208495],"category_scores_gemma":[0.007819531,0.001641855,0.002203383,0.001547753,0.000722024,0.003477996,0.003427755,0.003201465,0.2666158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001368279,"about_ca_system_score_gemma":0.002311225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004452472,"about_ca_topic_score_gemma":0.005147407,"domain_scores_codex":[0.998643,0.0001891195,0.0001418372,0.0003822359,0.000423158,0.0002206616],"domain_scores_gemma":[0.9976507,0.0007552644,0.0002142728,0.0004556411,0.0007553411,0.000168788],"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":[0.0003679475,0.00005321072,0.0008858944,0.001298861,0.0001318212,0.0001924952,0.0001866762,0.004074905,0.002900317,0.01230537,0.9272376,0.05036487],"study_design_scores_gemma":[0.0003324432,0.00005325369,0.0007887445,0.0003813769,0.00007190184,0.0003188865,0.00006726564,0.02100207,0.01650348,0.02452305,0.9358115,0.0001459493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001108262,0.0004977435,0.1305166,0.0005669037,0.0004972031,0.0001607552,0.08672715,0.7509596,0.02896577],"genre_scores_gemma":[0.01956207,0.0007793765,0.1227097,0.001805057,0.0002449701,0.001464331,0.1612352,0.6417018,0.05049755],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3208495,"threshold_uncertainty_score":0.9687258,"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."}}