{"id":"W4411263720","doi":"10.1177/21925682251351012","title":"AO Spine Knowledge Forums Promote Collaboration and Elevate the Impact of Research: A Bibliometric Analysis","year":2025,"lang":"en","type":"review","venue":"Global Spine Journal","topic":"Global Health and Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Sunnybrook Health Science Centre; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; SPINE (molecular biology); Bibliometrics; Medical education; Library science; Bioinformatics","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":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.005655528,0.0004309931,0.002825783,0.04145131,0.0003522615,0.0001750392,0.0003166457,0.0003767665,0.00008923296],"category_scores_gemma":[0.003025308,0.000228406,0.001392628,0.3160073,0.0001747759,0.0001221745,0.0001925129,0.001159724,0.00001525581],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198114,"about_ca_system_score_gemma":0.006535077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002589684,"about_ca_topic_score_gemma":0.00006572576,"domain_scores_codex":[0.9953755,0.0007194103,0.001566045,0.0003890391,0.0009746786,0.0009753975],"domain_scores_gemma":[0.9955178,0.0001368928,0.0008528887,0.0005153376,0.002233241,0.0007438027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005418058,0.0002244156,0.001523057,0.0122183,0.002190471,0.00007383327,0.00001300142,0.00000214775,5.042989e-7,0.00009895035,0.01852611,0.965075],"study_design_scores_gemma":[0.001232076,0.002179717,0.05281118,0.02373258,0.007917542,0.00147811,0.00004648985,0.0001437843,4.971196e-7,0.0002885002,0.9098457,0.0003238039],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001789732,0.9933903,0.0001512841,0.0003714061,0.0002918404,0.001336032,0.0002233158,0.00001853724,0.002427563],"genre_scores_gemma":[0.00123964,0.9972278,0.00025293,0.00002905177,0.0004753133,0.00002437362,0.0001005904,0.00001526279,0.0006350123],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9647512,"threshold_uncertainty_score":0.9990969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09769467432640065,"score_gpt":0.5203867898478505,"score_spread":0.4226921155214498,"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."}}