{"id":"W2152396756","doi":"10.18806/tesl.v17i2.887","title":"Bringing Life to Research: Life History Research and ESL","year":2000,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"","keywords":"Reinterpretation; Sociology; Framing (construction); Life history; Afterlife; Everyday life; Epistemology; Aesthetics; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004011813,0.0001154283,0.0001710582,0.0003640359,0.002209356,0.0004257288,0.0002920037,0.00003351535,0.1332182],"category_scores_gemma":[0.0009558025,0.0001069608,0.00002847284,0.00007723858,0.0002433423,0.0001662173,0.00006314219,0.002193617,0.00008418772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000839419,"about_ca_system_score_gemma":0.002264068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3689604,"about_ca_topic_score_gemma":0.2381705,"domain_scores_codex":[0.9971439,0.0004660977,0.0002650324,0.0002212043,0.001143382,0.0007604358],"domain_scores_gemma":[0.9981256,0.0004288236,0.00003857751,0.0001835467,0.0003316726,0.0008917626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003746432,0.00001973442,0.00007906261,0.00001664568,0.00002436169,0.0001188889,0.0240916,0.00006324904,0.00002262426,0.005332259,0.9606485,0.009545616],"study_design_scores_gemma":[0.0001682384,0.0001349835,0.0003880984,0.00009611851,0.00000335477,0.00004300727,0.005288476,0.0001008519,0.000002041661,0.0002454353,0.9933947,0.0001346858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7123018,0.04314589,0.000003833904,0.01264522,0.000839712,0.0001649957,0.000008433146,0.00006658245,0.2308236],"genre_scores_gemma":[0.893261,0.00008590972,0.00006584883,0.01632549,0.003031195,0.000005046407,0.000001515616,0.00004158392,0.0871824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1809592,"threshold_uncertainty_score":0.9990897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3497694527264726,"score_gpt":0.3423183374850685,"score_spread":0.007451115241404072,"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."}}