{"id":"W7154909837","doi":"10.5281/zenodo.19189485","title":"Ku odrodzeniu edukacji klasycznej: greka i łacina językami żywymi (Akademia Zamojska 30.01.2025)","year":2025,"lang":"pl","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Language and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Term (time); Work (physics); Order (exchange)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00175748,0.0004876508,0.0005043033,0.0003798231,0.007858852,0.002488593,0.002994764,0.0005320733,0.1131023],"category_scores_gemma":[0.001844463,0.0004901724,0.0002625618,0.002563522,0.0007944892,0.0006950045,0.00221696,0.001225078,0.03548294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006286598,"about_ca_system_score_gemma":0.00006882251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003215678,"about_ca_topic_score_gemma":0.00001683773,"domain_scores_codex":[0.9942191,0.001440323,0.0006916242,0.001180817,0.001167811,0.001300387],"domain_scores_gemma":[0.9970704,0.00009031565,0.0003033136,0.001011592,0.0009922531,0.0005321527],"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":[0.0000991686,0.000323156,0.00003186023,0.0002272721,0.0002090564,0.00009861884,0.01978313,0.00002053285,0.001679532,0.03557573,0.8458404,0.09611154],"study_design_scores_gemma":[0.0008746951,0.0002053685,0.0007500566,0.0002240932,0.000121209,0.00002490863,0.009882407,0.0000906624,0.0004827262,0.0009066509,0.9859145,0.0005227257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01802307,0.002401917,0.0007748549,0.01036859,0.001370758,0.001346604,0.0004976671,0.001727382,0.9634892],"genre_scores_gemma":[0.8104547,0.002137467,0.0001321922,0.002557617,0.001728315,2.755678e-7,0.001639445,0.001983576,0.1793664],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7924317,"threshold_uncertainty_score":0.999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02614902666013125,"score_gpt":0.2868353289378253,"score_spread":0.2606863022776941,"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."}}