{"id":"W4391839977","doi":"10.1227/neu.0000000000002697","title":"Belonging","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005394204,0.0009028234,0.0005973371,0.001620381,0.01277326,0.01342512,0.001764939,0.002865756,0.164859],"category_scores_gemma":[0.01796266,0.0003436093,0.0007098195,0.001203081,0.006185924,0.010685,0.01356115,0.005245214,0.06474309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00347708,"about_ca_system_score_gemma":0.005363276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005151313,"about_ca_topic_score_gemma":0.007374952,"domain_scores_codex":[0.9899845,0.003453135,0.0004029534,0.001417286,0.002797254,0.00194499],"domain_scores_gemma":[0.9898149,0.0009291264,0.0007797355,0.001321521,0.002849794,0.004304944],"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":[0.00004724761,0.0001003229,0.004369584,0.0001797213,0.00002042226,0.0004366505,0.04881431,0.00006187295,0.0003504496,0.210501,0.603122,0.1319965],"study_design_scores_gemma":[0.000003414614,0.00001741854,0.0008157556,0.0001212905,0.000004416597,0.0002596446,0.01033687,0.00002535205,0.00005121216,0.01053671,0.9778139,0.00001400838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.008878746,0.001410818,0.004563296,0.04039743,0.005511671,0.0001487148,0.0003126696,0.0003732445,0.9384034],"genre_scores_gemma":[0.1652794,0.002570829,0.004190936,0.04094855,0.001913658,0.0003011602,0.0008956788,0.0007019063,0.7831979],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.164859,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05082194594733774,"score_gpt":0.4288213832013469,"score_spread":0.3779994372540092,"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."}}