{"id":"W3047667506","doi":"10.14746/n.2010.35.6","title":"Modelowanie procesu czytania na potrzeby glottodydaktyki","year":2010,"lang":"en","type":"article","venue":"Neofilolog","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Computer science; Linguistics; Mathematics education; Psychology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001973481,0.000151859,0.0001627954,0.00005321016,0.0002032061,0.00009799765,0.0007480897,0.0001057321,0.0002217831],"category_scores_gemma":[0.0002306205,0.0001276996,0.0000584084,0.0002331102,0.00004984985,0.0001531514,0.0002914453,0.0002420502,0.0002482662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001805709,"about_ca_system_score_gemma":0.00005247484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008430424,"about_ca_topic_score_gemma":0.00002631819,"domain_scores_codex":[0.9987994,0.00001868481,0.0001881635,0.0004077181,0.0002308443,0.0003552183],"domain_scores_gemma":[0.9990252,0.00006910462,0.00007368563,0.0005783351,0.0001585202,0.00009515438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003277519,0.0002668895,0.00157242,0.00005527991,0.00008297676,0.0003337355,0.0040178,0.00003710785,0.03120973,0.7859067,0.02000275,0.1564819],"study_design_scores_gemma":[0.006306308,0.001824428,0.04721624,0.0001421554,0.0001799499,0.001286329,0.0009327349,0.3720855,0.03679935,0.2194893,0.3090844,0.004653358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3312671,0.000968984,0.4276944,0.004289063,0.008004485,0.0006975541,0.00002426399,0.001701779,0.2253524],"genre_scores_gemma":[0.9533556,0.000007326869,0.04376502,0.001811247,0.00052023,0.00002068378,0.000004687837,0.000011026,0.0005041473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6220885,"threshold_uncertainty_score":0.5207441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005165822898962037,"score_gpt":0.2226582227265928,"score_spread":0.2174923998276307,"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."}}