{"id":"W4252385713","doi":"10.18438/b8cg9d","title":"Research Methods: Content Analysis","year":2016,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Content (measure theory); Information retrieval; Content analysis; Data science; Mathematics; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1297261,0.003310124,0.006316259,0.01731962,0.003836977,0.006020793,0.005357289,0.003004934,0.1128998],"category_scores_gemma":[0.3343182,0.001899463,0.002257388,0.02222734,0.004478947,0.004604328,0.004990716,0.003416948,0.02864232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006671298,"about_ca_system_score_gemma":0.03243055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002647262,"about_ca_topic_score_gemma":0.00339855,"domain_scores_codex":[0.8650048,0.07505763,0.02800111,0.005741239,0.02495255,0.001242692],"domain_scores_gemma":[0.7087419,0.1472243,0.0174717,0.03478605,0.08981823,0.001957789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003358008,0.000774889,0.00166778,0.245204,0.0007029476,0.0003160098,0.01056395,0.0008134195,0.004686726,0.02041406,0.1680243,0.5434739],"study_design_scores_gemma":[0.006893811,0.002418391,0.008249922,0.2308428,0.003539685,0.0004828396,0.01499286,0.003223531,0.009910921,0.05145166,0.6675221,0.0004713529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.009848584,0.01313184,0.1226408,0.006923403,0.006296124,0.7309375,0.05963582,0.001470816,0.04911512],"genre_scores_gemma":[0.02106595,0.008837501,0.09506635,0.002738418,0.0007024279,0.8492384,0.005107259,0.0009241187,0.01631957],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1297261,"threshold_uncertainty_score":0.6860654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3881129023623506,"score_gpt":0.5988844151925441,"score_spread":0.2107715128301935,"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."}}