{"id":"W2900424341","doi":"10.18192/aporia.v4i4.3438","title":"Method or Madness?: The Dominance of the Systematic Review in Nursing Scholarship","year":2012,"lang":"en","type":"article","venue":"Aporia","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Dominance (genetics); Psychology; Nursing; Medicine; Sociology; Political science; Chemistry; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01536015,0.00006203601,0.000272123,0.00003605465,0.0004191424,0.000004617514,0.0004309659,0.00005887682,0.0001673325],"category_scores_gemma":[0.004727771,0.00002501551,0.00003569715,0.0008363093,0.00006743489,0.0002015545,0.00004339962,0.0004935268,0.0001249895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001689529,"about_ca_system_score_gemma":0.0007809853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001712877,"about_ca_topic_score_gemma":0.00006477334,"domain_scores_codex":[0.9950663,0.003361239,0.0005994937,0.00009838343,0.0003599164,0.000514688],"domain_scores_gemma":[0.9970378,0.001945687,0.0003200003,0.0004758793,0.0001116257,0.0001090526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009012525,0.0003593053,0.1411331,0.7122397,0.00001704292,7.447751e-7,0.06324271,8.571833e-7,0.0002532526,0.02824105,0.0478526,0.006569459],"study_design_scores_gemma":[0.0004913267,0.00004723089,0.3808831,0.595464,0.00008802338,0.00001019038,0.01284684,0.00007278181,0.0001896484,0.003807013,0.005918186,0.0001816417],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5100064,0.233934,0.002893553,0.1389237,0.0299829,0.0451475,0.00002546113,0.0001086211,0.03897792],"genre_scores_gemma":[0.9887578,0.002031454,0.001623006,0.003713521,0.0004085832,0.0008137614,0.000001110513,0.00001116297,0.002639561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4787514,"threshold_uncertainty_score":0.5659924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2560596857044997,"score_gpt":0.6084444322101643,"score_spread":0.3523847465056646,"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."}}