{"id":"W6950538606","doi":"10.5281/zenodo.8132728","title":"ace-design/ace-sklearn-crfsuite: Version 0.4.1","year":2023,"lang":"en","type":"other","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":"McMaster University","funders":"","keywords":"Set (abstract data type); Focus (optics); Identification (biology); Perspective (graphical); Work (physics)","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":[0.003106181,0.003214971,0.002549613,0.002911767,0.001433417,0.006971417,0.006093651,0.00234054,0.4728743],"category_scores_gemma":[0.01237399,0.002543221,0.002332153,0.003006102,0.0009207653,0.005884075,0.003594734,0.004165662,0.6145356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463428,"about_ca_system_score_gemma":0.003240953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01714453,"about_ca_topic_score_gemma":0.01782972,"domain_scores_codex":[0.9981083,0.0002106819,0.0002268565,0.0005058112,0.0006938731,0.0002543795],"domain_scores_gemma":[0.993436,0.001092752,0.0002185597,0.001816345,0.002958796,0.0004775901],"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":[0.0001372267,0.00001603726,0.0001391245,0.0002497806,0.00002376123,0.00002719935,0.00007597665,0.0003460843,0.0007007756,0.001268141,0.9798656,0.01715026],"study_design_scores_gemma":[0.000147963,0.00002640984,0.0009649614,0.0001408066,0.00002826548,0.0001147933,0.00007399226,0.004823531,0.007240145,0.008621746,0.9776859,0.0001314662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0003978448,0.00009554406,0.06656031,0.0002533699,0.0004020135,0.0001794019,0.2764701,0.6297649,0.02587652],"genre_scores_gemma":[0.00574695,0.0001857119,0.05042296,0.0002506369,0.0001693317,0.0006541698,0.4985178,0.4060998,0.03795269],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4728743,"threshold_uncertainty_score":0.7518809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839650075989786,"score_gpt":0.2130077764118976,"score_spread":0.1846112756519998,"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."}}