{"id":"W4225128297","doi":"10.1002/pbc.29726","title":"Building the ecosystem for pediatric neuro‐oncology care in Pakistan: Results of a 7‐year long twinning program between Canada and Pakistan","year":2022,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Global Health and Surgery","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Hospital for Sick Children","funders":"","keywords":"Medicine; Pediatric oncology; Family medicine; Crystal twinning; Pediatrics; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001694048,0.0002617318,0.0002817358,0.0003465994,0.006533719,0.001198662,0.001096947,0.0005151883,0.001716714],"category_scores_gemma":[0.003407854,0.0002558759,0.000431166,0.0008351782,0.001505381,0.0007663936,0.003118458,0.001272183,0.0001763564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02266246,"about_ca_system_score_gemma":0.08244925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8116369,"about_ca_topic_score_gemma":0.8745143,"domain_scores_codex":[0.9979813,0.0004002178,0.00004143277,0.0001094027,0.0003984792,0.001069365],"domain_scores_gemma":[0.9939295,0.0002543714,0.0003805008,0.0001382967,0.001075618,0.004221765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001634794,0.00703288,0.7135013,0.0002663985,0.0001311955,0.0050253,0.04376813,0.001741872,0.002114676,0.001384435,0.01509087,0.2083081],"study_design_scores_gemma":[0.0003458264,0.003143829,0.8928435,0.0001786328,0.00009005534,0.0007947466,0.08626499,0.00131881,0.0007507185,0.0002432343,0.01392965,0.00009595488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971485,0.00008720096,0.00009315403,0.001088821,0.00002278431,0.0001440097,0.0001524289,0.00001016683,0.001253008],"genre_scores_gemma":[0.9972917,0.0002313815,0.0007969119,0.0003759714,0.000009182613,0.00009217934,0.0002770178,0.000007547543,0.0009180877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1883631,"threshold_uncertainty_score":0.3789448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442502632575459,"score_gpt":0.3384905529886461,"score_spread":0.3240655266628915,"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."}}