{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.113158,0.003651616,0.007660816,0.02069864,0.00329382,0.005341474,0.005185048,0.002663413,0.1143011],"category_scores_gemma":[0.3257262,0.001999819,0.002848807,0.02805679,0.003655931,0.003824793,0.004368741,0.003020319,0.02756544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006303629,"about_ca_system_score_gemma":0.02491932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002816162,"about_ca_topic_score_gemma":0.003982705,"domain_scores_codex":[0.8676559,0.06761923,0.0335939,0.005062569,0.02488375,0.001184754],"domain_scores_gemma":[0.7158329,0.1548642,0.01904755,0.02841963,0.08023047,0.00160528],"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":[0.003971322,0.0008295496,0.002762563,0.299382,0.001309067,0.0002928737,0.006535108,0.0009342412,0.00420644,0.0136909,0.1313969,0.5346889],"study_design_scores_gemma":[0.01200766,0.003959695,0.02035683,0.251101,0.01035641,0.0006541893,0.01351099,0.004685084,0.01266793,0.05567283,0.6143088,0.0007186587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.01315882,0.01547188,0.119679,0.005641013,0.005738419,0.7238261,0.07721015,0.001463034,0.03781161],"genre_scores_gemma":[0.02533898,0.00982215,0.09097928,0.002086142,0.0007141712,0.8500586,0.005964785,0.0009302861,0.01410559],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1143011,"threshold_uncertainty_score":0.598444,"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."}}