{"id":"W6950011410","doi":"10.5281/zenodo.6631431","title":"JamesPHoughton/pysd: 3.2.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Function (biology); Value (mathematics); Selection (genetic algorithm); Identification (biology); Component (thermodynamics)","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":[0.003322295,0.004111112,0.002063738,0.002094221,0.001092622,0.00530393,0.008397963,0.00278898,0.386239],"category_scores_gemma":[0.009143717,0.004203922,0.003628373,0.001795182,0.001136378,0.006270378,0.005715137,0.005248542,0.4232398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372512,"about_ca_system_score_gemma":0.002381306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008752592,"about_ca_topic_score_gemma":0.0064687,"domain_scores_codex":[0.9983644,0.0001860377,0.0001082774,0.0003699604,0.0006642448,0.0003070375],"domain_scores_gemma":[0.9970409,0.0006284675,0.0001561759,0.0008812849,0.0009245762,0.0003685283],"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":[0.0004259156,0.00005223903,0.000797066,0.0005155605,0.00008810154,0.0001115586,0.0001565458,0.000596381,0.0018971,0.003878578,0.9638956,0.02758535],"study_design_scores_gemma":[0.0003321226,0.00003776347,0.001119341,0.0001818598,0.00005572777,0.0002094164,0.00005314793,0.005115456,0.01679646,0.007024243,0.9688725,0.0002019608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004041637,0.0001559326,0.03547543,0.0002699312,0.0002624319,0.00006673056,0.02122748,0.9236904,0.01844759],"genre_scores_gemma":[0.007902287,0.0002804573,0.02702525,0.0007502306,0.0001109009,0.0003067207,0.04314476,0.8789955,0.04148382],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.386239,"threshold_uncertainty_score":0.8754556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492339337017596,"score_gpt":0.2125833180282525,"score_spread":0.1976599246580766,"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."}}