{"id":"W2142769778","doi":"10.1177/0743558407310733","title":"Tough Teens","year":2008,"lang":"en","type":"article","venue":"Journal of Adolescent Research","topic":"Social and Educational Sciences","field":"Social Sciences","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University","funders":"","keywords":"Interview; Conversation; Psychology; Semi-structured interview; Social psychology; Developmental psychology; Medical education; Qualitative research; Sociology; Medicine; Social science; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00382986,0.00003804096,0.00009750212,0.0001647736,0.001220141,0.00005008419,0.0004580043,0.00004856004,0.0003603614],"category_scores_gemma":[0.001133389,0.00002895217,0.00008050416,0.0007472345,0.0008457764,0.000255205,0.00003268659,0.0003897833,0.00008410795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272987,"about_ca_system_score_gemma":0.001733242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007896031,"about_ca_topic_score_gemma":0.0001664164,"domain_scores_codex":[0.9970181,0.0003686929,0.0002050757,0.00007674642,0.001955282,0.0003761202],"domain_scores_gemma":[0.9983628,0.0002380887,0.00008839226,0.00005884689,0.0009875065,0.0002643695],"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":[0.00008216075,0.0008397051,0.3279714,0.00001421379,0.00002459722,0.0001371021,0.06813996,0.000009782526,0.0007472763,0.02508449,0.5613965,0.01555278],"study_design_scores_gemma":[0.0001867769,0.0001240472,0.347084,0.00006232387,0.000002876883,0.00003564058,0.0276111,0.000001380479,0.0002263893,0.006353796,0.6182266,0.00008513292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187812,0.0004929168,0.00001505446,0.0264121,0.0008100928,0.0000944248,4.894663e-7,0.000007634313,0.0533861],"genre_scores_gemma":[0.991762,0.001189118,0.0002133777,0.0001263769,0.002312585,7.729038e-7,9.760677e-8,0.000002674995,0.004392996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07298081,"threshold_uncertainty_score":0.938446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4539712843098114,"score_gpt":0.5408763515273958,"score_spread":0.0869050672175844,"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."}}