{"id":"W3118572164","doi":"10.29034/ijmra.v12n2a1","title":"Bridging Secondary Survey Data with In-Depth Case Studies to Advance Understandings of Youth Learning and Mental Health Concerns","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Mental health; Bridging (networking); Psychology; Context (archaeology); Project commissioning; Qualitative research; Qualitative property; Publishing; Multimethodology; Educational psychology; Applied psychology; Developmental psychology; Sociology; Pedagogy; Computer science; Social science; Political science; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01150971,0.00009271205,0.0003241142,0.000524507,0.000138225,0.0001461538,0.0006885479,0.00002194224,0.000005654463],"category_scores_gemma":[0.00687064,0.00006698068,0.00003058055,0.0005809962,0.0002416679,0.0005551911,0.0004359088,0.0004689781,0.000001064816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102277,"about_ca_system_score_gemma":0.0002491265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003683647,"about_ca_topic_score_gemma":0.001791521,"domain_scores_codex":[0.9959457,0.0007071109,0.0007420029,0.0003402134,0.002053578,0.0002113757],"domain_scores_gemma":[0.9963841,0.001821429,0.0004463343,0.0001359998,0.001009334,0.0002027374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003070363,0.0001683585,0.67566,0.00006564593,0.0004118163,0.0004328467,0.08391613,0.01063066,0.0001481914,0.0001403067,0.0007563221,0.2245993],"study_design_scores_gemma":[0.004668128,0.001657124,0.02543386,0.0005859373,0.000009890426,0.000853334,0.6547176,0.3106024,0.0001640698,0.0005780607,0.0004536099,0.0002760481],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715623,0.001889373,0.02058328,0.005400066,0.00007804702,0.0001750247,0.0002106949,0.000005082188,0.00009619317],"genre_scores_gemma":[0.9962029,0.0005784222,0.003047104,0.00006135157,0.00006386522,0.000001203098,0.00002431124,0.000009247581,0.00001152824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6502262,"threshold_uncertainty_score":0.8225293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7347796117091319,"score_gpt":0.5334154886758044,"score_spread":0.2013641230333275,"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."}}