{"id":"W2094444890","doi":"10.5210/ojphi.v5i2.4623","title":"Google Scholar is not enough to be used alone for systematic reviews","year":2013,"lang":"en","type":"article","venue":"Online Journal of Public Health Informatics","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":182,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Information retrieval; Systematic review; PsycINFO; Scopus; Computer science; MEDLINE; World Wide Web; Web of science; Social media; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.3612083,0.0004596337,0.008956148,0.001302604,0.000357447,0.002631621,0.003213452,0.0001435776,0.002983627],"category_scores_gemma":[0.2158834,0.0002108099,0.002394361,0.002188849,0.00003304992,0.002969943,0.0001676082,0.0005705211,0.003052038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002548214,"about_ca_system_score_gemma":0.001037239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144339,"about_ca_topic_score_gemma":0.00001628388,"domain_scores_codex":[0.9159718,0.01075229,0.06222662,0.0003869759,0.00958432,0.00107795],"domain_scores_gemma":[0.9376146,0.005919358,0.04263984,0.003466982,0.00847675,0.001882484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003882409,0.0002594295,0.0002083362,0.02076837,0.0003054705,6.961066e-7,0.01348273,0.00004044714,0.000009205883,0.0008168402,0.9174485,0.04665606],"study_design_scores_gemma":[0.0005038029,0.0004032218,0.0001951281,0.001915959,0.0000998118,0.00008831271,0.005774072,0.01176413,0.000004665794,0.0002928351,0.9787504,0.000207675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0890898,0.004692122,0.4707691,0.4116429,0.001694007,0.02084783,0.0003622892,0.0000191832,0.0008827065],"genre_scores_gemma":[0.02613492,0.0009874142,0.8350242,0.1279036,0.0008111708,0.0003814305,0.00004530804,0.00006186436,0.008650118],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.364255,"threshold_uncertainty_score":0.9984037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8577026414037593,"score_gpt":0.5784062238227388,"score_spread":0.2792964175810205,"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."}}