{"id":"W4384203580","doi":"10.1075/jls.00028.cao","title":"Review of Pakuła (2021): Linguistic Perspectives on Sexuality in Education: Representations, Constructions, and Negotiations","year":2023,"lang":"en","type":"article","venue":"Journal of Language and Sexuality","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Linguistics; Negotiation; Human sexuality; Sociology; Gender studies; Philosophy; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.001945831,0.00006898097,0.00024853,0.0001456405,0.0001729426,0.00002210806,0.00008856679,0.00003877663,0.00008961637],"category_scores_gemma":[0.003762873,0.00006217987,0.00003566353,0.0004811268,0.0002602321,0.0000960037,0.00003879321,0.0001585282,0.000001502905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006112301,"about_ca_system_score_gemma":0.0002539787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164856,"about_ca_topic_score_gemma":0.0004155455,"domain_scores_codex":[0.9985613,0.0004885395,0.0004381167,0.0001385881,0.0002563577,0.0001170852],"domain_scores_gemma":[0.9987655,0.0004567246,0.000303099,0.0001485544,0.0002559011,0.00007018645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002444321,0.0003876061,0.07375169,0.001528026,0.000114578,0.0000421632,0.8300926,0.000003407024,0.00007436681,0.02540316,0.008902519,0.05967541],"study_design_scores_gemma":[0.0002341602,0.00005656891,0.08492108,0.0007411944,0.00004640068,0.00001817398,0.9068205,0.000001920684,0.000009291957,0.001642251,0.005412274,0.00009617504],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8486666,0.1312608,0.00003531565,0.00610548,0.0007320123,0.0003056608,0.00003427051,0.00001910239,0.01284073],"genre_scores_gemma":[0.9460585,0.05212227,0.0006557367,0.0003292699,0.0004971939,0.000005945763,0.000005569708,0.00000515058,0.0003203587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0973919,"threshold_uncertainty_score":0.4504782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03231238116847455,"score_gpt":0.419909944318638,"score_spread":0.3875975631501634,"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."}}