{"id":"W4226062757","doi":"10.1075/bct.121.08tro","title":"Second language comprehensibility as a dynamic construct","year":2022,"lang":"en","type":"book-chapter","venue":"Benjamins current topics","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Concordia University","funders":"","keywords":"Construct (python library); Psychology; Task (project management); Cognitive psychology; Linguistics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001182055,0.0005277345,0.0005863998,0.0001875853,0.0002582402,0.00005046649,0.0006829585,0.0002640928,0.01867923],"category_scores_gemma":[0.0001717217,0.0005197491,0.0003227309,0.00005856939,0.0004437464,0.00008390797,0.0005645085,0.001399677,0.0003222679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375427,"about_ca_system_score_gemma":0.0001984361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008059676,"about_ca_topic_score_gemma":0.00008599518,"domain_scores_codex":[0.9973559,0.0001251018,0.0005319427,0.001154124,0.0004055526,0.0004273913],"domain_scores_gemma":[0.9982519,0.0002693991,0.000333401,0.0009686314,0.00003838773,0.0001382661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001938799,0.0006348311,0.0001151996,0.001382008,0.0001418287,0.01362601,0.005752396,0.000005697598,0.05192383,0.3906062,0.01158133,0.5240368],"study_design_scores_gemma":[0.0004421252,0.0001387611,0.00002268313,0.00005621991,0.0000595893,0.0009307046,0.00005483784,0.00002001902,0.00180669,0.005591137,0.9902528,0.0006244578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2538133,0.004271667,0.000005425919,0.0002934697,0.006246883,0.001132759,0.001977254,0.0004317591,0.7318276],"genre_scores_gemma":[0.1019038,0.001175432,0.00009581046,0.002786362,0.001004657,0.00003820784,0.0006974353,0.0001791339,0.8921191],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9786714,"threshold_uncertainty_score":0.9997254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03841999319320992,"score_gpt":0.3127218559295016,"score_spread":0.2743018627362916,"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."}}