{"id":"W3136408332","doi":"10.58809/kpis6387","title":"Thematic Analysis of Social Issues in Ten Young Adult Novels","year":2019,"lang":"en","type":"article","venue":"Journal of Applied and Educational Research","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Friendship; Thematic analysis; Thematic map; Psychology; Content analysis; History; Sociology; Literature; Qualitative research; Social psychology; Social science; Art; Cartography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01981081,0.0005901867,0.0009402189,0.005379205,0.005741434,0.004585122,0.001998297,0.001027332,0.003281432],"category_scores_gemma":[0.04055477,0.000386418,0.0005919901,0.006556887,0.004533365,0.003089976,0.003667873,0.001492564,0.0003058308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005054372,"about_ca_system_score_gemma":0.00316759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002609825,"about_ca_topic_score_gemma":0.004284144,"domain_scores_codex":[0.9858518,0.009354931,0.001087761,0.0008416693,0.002161277,0.0007025204],"domain_scores_gemma":[0.9485085,0.03882747,0.00431599,0.0009443353,0.006539579,0.0008641205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001697095,0.0001399599,0.005311201,0.0008824961,0.00002438186,0.001108659,0.9727825,0.0001182043,0.001627178,0.003009764,0.001476881,0.01334907],"study_design_scores_gemma":[0.00001794629,0.0001047541,0.007293195,0.0003956324,0.00001421003,0.0002652016,0.9713805,0.0002446175,0.0008577799,0.001219938,0.01817555,0.00003071129],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831954,0.0006295465,0.004085633,0.0009127174,0.0002110298,0.001717213,0.0008889034,0.00001872894,0.008340772],"genre_scores_gemma":[0.9804418,0.001052481,0.008703284,0.0004054999,0.0001516026,0.003804793,0.0009075303,0.00005465031,0.004478241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01981081,"threshold_uncertainty_score":0.1047708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1790772638846576,"score_gpt":0.5555964794824819,"score_spread":0.3765192155978243,"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."}}