{"id":"W4403063050","doi":"10.5206/cjils-rcsib.v47i2.17633","title":"Subject Analysis, Content Analysis and Domain Analysis","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Information and Library Science","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domain analysis; Content analysis; Subject (documents); Computer science; Domain (mathematical analysis); Mathematics; World Wide Web; Sociology; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03314661,0.001037416,0.001386441,0.03380584,0.003843258,0.01200359,0.001585227,0.001152991,0.008047123],"category_scores_gemma":[0.05355194,0.0005224658,0.00140098,0.03502629,0.007908923,0.008940101,0.00432093,0.001782225,0.001958653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008260704,"about_ca_system_score_gemma":0.01421412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007125185,"about_ca_topic_score_gemma":0.003439254,"domain_scores_codex":[0.9583609,0.02585438,0.003874717,0.002958818,0.007976361,0.0009746877],"domain_scores_gemma":[0.9273314,0.04529164,0.005312162,0.005552858,0.01562892,0.000882998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002175625,0.000271984,0.01848022,0.006232213,0.0001953725,0.0004759794,0.06203221,0.001276429,0.00411079,0.3977689,0.01119793,0.4977404],"study_design_scores_gemma":[0.0001024094,0.0003846323,0.05241356,0.006278127,0.0003412102,0.001083663,0.1315105,0.00966717,0.01083374,0.425828,0.3612822,0.0002747863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09241316,0.009614847,0.7102782,0.00731332,0.0008371287,0.0124674,0.005576839,0.001224492,0.1602748],"genre_scores_gemma":[0.3256567,0.007546053,0.6280862,0.001357709,0.0005442876,0.01389199,0.004213084,0.0004036236,0.0183004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9879964,"threshold_uncertainty_score":0.1752981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04307413352839624,"score_gpt":0.2816686668926821,"score_spread":0.2385945333642859,"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."}}