{"id":"W6945343488","doi":"10.24412/2181-1385-2021-6-69-79","title":"CONSIDERATIONS ABOUT MATHEMATICS","year":2021,"lang":"en","type":"article","venue":"CyberLeninK (CyberLeninka)","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Mathematical problem; Calculus (dental); Subject (documents)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000241215,0.0002919151,0.0003182506,0.00004637762,0.0005469095,0.0001767461,0.0002100593,0.0001793804,0.007119042],"category_scores_gemma":[0.0002726822,0.0002998104,0.0001810324,0.0005039671,0.0003208973,0.000218152,0.0002365001,0.0003195615,0.005541192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483567,"about_ca_system_score_gemma":0.00008601709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001153937,"about_ca_topic_score_gemma":0.000281295,"domain_scores_codex":[0.9977585,0.00009561506,0.0004963203,0.0006504101,0.0004859527,0.0005132213],"domain_scores_gemma":[0.9982251,0.0002677449,0.0001512849,0.001018959,0.00006946902,0.000267454],"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":[0.00001781915,0.002022428,0.01324686,0.00008531412,0.0003255805,0.000714023,0.01337837,0.004700158,0.2086854,0.121862,0.5425164,0.09244567],"study_design_scores_gemma":[0.001829159,0.00009334236,0.05849698,0.0001610582,0.0002887651,0.002078728,0.001554748,0.007537089,0.08539096,0.06430744,0.7761228,0.002138922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3859928,0.0003594067,0.007258519,0.004492472,0.0004541725,0.0004601752,0.00003360746,0.0005126253,0.6004362],"genre_scores_gemma":[0.8542705,0.00007618622,0.1213962,0.001228343,0.0002103505,0.00002628637,0.00006499936,0.00007795418,0.02264921],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.577787,"threshold_uncertainty_score":0.9999454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397883811374051,"score_gpt":0.2366828826125018,"score_spread":0.2227040444987613,"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."}}