{"id":"W7008201061","doi":"","title":"Breaking solitudes: identity, motivation and investment in a group of adult language learners","year":2017,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Wife; Pleasure; Investment (military); Accident (philosophy); Interpersonal relationship","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002618296,0.000331483,0.0004873326,0.00102274,0.004166408,0.006169942,0.0008983335,0.001190796,0.002863372],"category_scores_gemma":[0.006600294,0.0003069376,0.0003551394,0.0003936535,0.003290957,0.002173892,0.004069819,0.002890851,0.0006659733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346844,"about_ca_system_score_gemma":0.001609162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009253794,"about_ca_topic_score_gemma":0.01077055,"domain_scores_codex":[0.9987139,0.0003574778,0.00005481326,0.0001442274,0.000333091,0.0003965846],"domain_scores_gemma":[0.9954722,0.0007094984,0.0009145185,0.000150494,0.0004053081,0.00234807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002843511,0.001988311,0.3319744,0.00005930448,0.00004828239,0.001145303,0.624692,0.00009227876,0.002432661,0.001516292,0.001826807,0.03393998],"study_design_scores_gemma":[0.00002523609,0.0007728508,0.2342178,0.00006642587,0.00001642842,0.0004630231,0.7584091,0.0004803062,0.0004637474,0.00128155,0.003740716,0.00006285129],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989823,0.00003874836,0.00002548883,0.0002232227,0.000008069703,0.000007695839,0.000005212697,0.000001566399,0.0007076082],"genre_scores_gemma":[0.9974867,0.00006650684,0.00007275287,0.00009848984,0.000004687096,0.00001611817,0.0000147224,0.000003060225,0.002236976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009253794,"threshold_uncertainty_score":0.01839989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689847530452478,"score_gpt":0.2705854203432632,"score_spread":0.2436869450387384,"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."}}