{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01818509,0.00006152699,0.0001160163,0.0004759648,0.000770897,0.0004548773,0.000256682,0.00006153691,0.001056966],"category_scores_gemma":[0.02646163,0.00004116005,0.00005532198,0.002284805,0.0005218494,0.1459253,0.00008208661,0.0001737772,0.0001324878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002712935,"about_ca_system_score_gemma":0.0003978771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301911,"about_ca_topic_score_gemma":5.173463e-7,"domain_scores_codex":[0.9902922,0.008361433,0.0003082143,0.0001465666,0.0006163483,0.0002752185],"domain_scores_gemma":[0.9618525,0.03716914,0.0001658881,0.0002292892,0.0003567941,0.0002264173],"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":[0.00006049071,0.00001543746,0.0002536931,0.000008810074,0.0000361838,2.621474e-7,0.0009237521,0.000001383388,0.0002068366,0.8468535,0.001036211,0.1506035],"study_design_scores_gemma":[0.0001134378,0.0000490304,0.004449718,0.00006289959,0.0000375895,2.182524e-7,0.01362639,0.0001519089,0.001207809,0.003269797,0.9769531,0.0000781435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006654427,0.0004891157,0.4901291,0.4715935,0.00003014366,0.0003564726,0.00001331464,0.00007598283,0.03664688],"genre_scores_gemma":[0.1388428,0.02377447,0.7933239,0.03636725,0.0002625793,0.0004520522,0.00002094411,0.00001359076,0.006942354],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9759169,"threshold_uncertainty_score":0.9998562,"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."}}