{"id":"W4404248939","doi":"10.1017/s0272263124000469","title":"Do they like me?","year":2024,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003423013,0.0001834215,0.0002211337,0.0001982939,0.0002027632,0.000351547,0.00023934,0.00004346351,0.009121202],"category_scores_gemma":[0.0000249821,0.0001432439,0.00008409337,0.00007399036,0.0003028491,0.0005103049,0.0001448953,0.0002135429,0.0003695675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009190875,"about_ca_system_score_gemma":0.00002710956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00013235,"about_ca_topic_score_gemma":0.004560214,"domain_scores_codex":[0.9989247,0.0001079093,0.0002799937,0.0002731748,0.0001729124,0.000241253],"domain_scores_gemma":[0.9991995,0.0002163772,0.00004838457,0.0004348164,0.00007416713,0.00002679432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001141145,0.00004133621,0.00001964386,0.0002270569,0.0001669612,0.0001385834,0.649096,0.000004075968,0.000327827,0.3309484,0.01491742,0.004101306],"study_design_scores_gemma":[0.0003237866,0.00006308027,0.0001462964,0.0004214067,0.00005020973,0.0000184519,0.8905163,0.00003058503,0.0002296398,0.02656948,0.08126613,0.000364573],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4350272,0.1372598,0.000006435155,0.000571968,0.001780817,0.0002461706,0.0001147583,0.0003563388,0.4246365],"genre_scores_gemma":[0.9878632,0.0004879135,0.00005723364,0.0006670007,0.0007540651,0.00008045111,0.00006535977,0.00002816965,0.00999655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.552836,"threshold_uncertainty_score":0.9917846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04987877638317099,"score_gpt":0.3486209297714185,"score_spread":0.2987421533882474,"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."}}