{"id":"W2095921819","doi":"10.1111/0023-8333.00170","title":"Learning the Rules for Offering Advice: A Quantitative Approach to Second Language Socialization","year":2001,"lang":"en","type":"article","venue":"Language Learning","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":205,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Socialization; Sociocultural evolution; Competence (human resources); Perception; Linguistic competence; Social psychology; Pedagogy; Developmental psychology; Linguistics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00907153,0.0004786868,0.0005518608,0.003656108,0.002443797,0.002227839,0.0007371018,0.0006715273,0.00248329],"category_scores_gemma":[0.02811227,0.000364985,0.0004417154,0.002011998,0.002935844,0.001524474,0.002604042,0.001194436,0.0002115434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002508224,"about_ca_system_score_gemma":0.002461715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007692971,"about_ca_topic_score_gemma":0.01199131,"domain_scores_codex":[0.9932499,0.004314622,0.0004008905,0.0005403118,0.0009985138,0.0004957991],"domain_scores_gemma":[0.9767606,0.01572208,0.002561213,0.0009201078,0.003009703,0.001026247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002351591,0.002111787,0.2130648,0.0003704036,0.00006355775,0.0002639881,0.69464,0.0005596713,0.01182695,0.002846919,0.0006368441,0.07337989],"study_design_scores_gemma":[0.00006589774,0.001307283,0.4863505,0.0001019735,0.00004696761,0.0001780156,0.4928628,0.004181074,0.005439904,0.002586997,0.006756763,0.0001218586],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946154,0.00001868343,0.001768708,0.00005293062,0.000005026358,0.0003412636,0.0001015561,0.00001305489,0.003083432],"genre_scores_gemma":[0.9919243,0.0000401469,0.004860531,0.00003562998,0.000004848997,0.001403854,0.0001415626,0.00001097127,0.001578087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00907153,"threshold_uncertainty_score":0.04797542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123166032009212,"score_gpt":0.3165557635199602,"score_spread":0.2753241031998681,"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."}}