{"id":"W7084619882","doi":"10.5281/zenodo.17254449","title":"lichengxue/Bias_Correction_Project: CJFAS-BiasCorrection","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stock (firearms); Stock assessment; Scripting language; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01607276,0.004539821,0.004905999,0.005084939,0.00270926,0.009042748,0.00667223,0.003517982,0.6131606],"category_scores_gemma":[0.07869785,0.003010738,0.004769676,0.006115613,0.002094546,0.005226736,0.007801071,0.00385038,0.4487192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001621385,"about_ca_system_score_gemma":0.006320827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007585105,"about_ca_topic_score_gemma":0.009235006,"domain_scores_codex":[0.9920313,0.002333668,0.00073215,0.002140205,0.002091147,0.000671521],"domain_scores_gemma":[0.9762911,0.01083618,0.001507747,0.006513449,0.003956541,0.0008949846],"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":[0.0001563669,0.00002145576,0.001793333,0.001728947,0.0004330707,0.00008767582,0.0001452128,0.001138538,0.0005766084,0.004209582,0.9560141,0.03369503],"study_design_scores_gemma":[0.00052216,0.00005714987,0.004948759,0.0008164922,0.000456749,0.0003481194,0.00009020764,0.006215525,0.003715203,0.03143394,0.9511278,0.0002678968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.001395285,0.001232978,0.1024017,0.002267684,0.003687977,0.000515701,0.6338778,0.2377453,0.01687561],"genre_scores_gemma":[0.02173661,0.0009345399,0.1809883,0.003023581,0.0009281379,0.004663575,0.3140708,0.4276056,0.04604893],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.6131606,"threshold_uncertainty_score":0.5517795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03124523341419196,"score_gpt":0.2701631519983914,"score_spread":0.2389179185841994,"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."}}