{"id":"W2112820765","doi":"10.18438/b86p6s","title":"Research Methods: Content Analysis","year":2011,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Educational Research and Analysis","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Information retrieval; Content (measure theory); Data science; World Wide Web; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008073081,0.0000607792,0.0001104289,0.0007788311,0.0007361656,0.0004791204,0.0002898852,0.00006029188,0.003733624],"category_scores_gemma":[0.01486969,0.00005356707,0.00007268831,0.003133258,0.0002909896,0.1630488,0.00006836444,0.0002651136,0.0001457068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002202554,"about_ca_system_score_gemma":0.0007544073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009496447,"about_ca_topic_score_gemma":0.000002498118,"domain_scores_codex":[0.9959417,0.002651662,0.0002835421,0.0001289148,0.000722328,0.000271834],"domain_scores_gemma":[0.9922226,0.006739614,0.0001522246,0.000199137,0.0004057277,0.0002806731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001821293,0.00006707692,0.004728978,0.00001927878,0.0001645981,0.000001560233,0.006109245,0.000008640734,0.00001301573,0.9586925,0.002209929,0.02780308],"study_design_scores_gemma":[0.00009198474,0.00008127176,0.03382879,0.00004512561,0.0001678253,4.933727e-7,0.0604739,0.0008329954,0.0006776896,0.001435203,0.9022431,0.0001216444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0098273,0.003143211,0.05446697,0.3517563,0.0002000931,0.0007415173,0.00001588149,0.0002160754,0.5796327],"genre_scores_gemma":[0.7504817,0.01517571,0.1850391,0.04308779,0.0002522401,0.0001419151,0.00006923272,0.000009833416,0.005742478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9572573,"threshold_uncertainty_score":0.9971771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3163982125128917,"score_gpt":0.5122940822023656,"score_spread":0.1958958696894739,"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."}}