{"id":"W4412723100","doi":"10.32920/29669417.v1","title":"Information access and systematic reviews: A discussion","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4205256,0.003084567,0.01003969,0.0305729,0.01085485,0.03793401,0.01014487,0.04557126,0.02492475],"category_scores_gemma":[0.566935,0.004188629,0.01214676,0.03711067,0.02610012,0.08488302,0.02681703,0.02890817,0.004210517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04208301,"about_ca_system_score_gemma":0.08615702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008901984,"about_ca_topic_score_gemma":0.01121559,"domain_scores_codex":[0.4873567,0.3576856,0.0823075,0.01083381,0.05524786,0.006568572],"domain_scores_gemma":[0.1917472,0.745937,0.01692944,0.006936868,0.03220169,0.006247913],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004524687,0.0002091744,0.0008927141,0.3494996,0.001370278,0.001296995,0.01704886,0.0007406212,0.0004393536,0.2603557,0.1666363,0.2010579],"study_design_scores_gemma":[0.0003002427,0.00016117,0.0008981055,0.5238836,0.0006542705,0.0007664896,0.01210194,0.0005144356,0.0001571515,0.09717407,0.3632286,0.0001599617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003249316,0.398684,0.006431971,0.5794978,0.01037822,0.001187678,0.0002086308,0.00006079313,0.003226052],"genre_scores_gemma":[0.01620057,0.6424232,0.02764119,0.2825068,0.01819734,0.01086233,0.0004061927,0.000179587,0.001582846],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5794744,"threshold_uncertainty_score":0.7145951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3001858447144629,"score_gpt":0.5974185904009927,"score_spread":0.2972327456865298,"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."}}