{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008446905,0.0001886372,0.0005688267,0.0001963403,0.0002316794,0.00001204254,0.0001562046,0.00007962508,0.00001041624],"category_scores_gemma":[0.0001445274,0.0001592407,0.00008343166,0.0009610581,0.00002086101,0.00003150125,0.0001173738,0.0004417021,1.127904e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005328956,"about_ca_system_score_gemma":0.003575268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1856393,"about_ca_topic_score_gemma":0.2788933,"domain_scores_codex":[0.9974543,0.0001736181,0.0008250629,0.0004263181,0.0004523717,0.0006682732],"domain_scores_gemma":[0.9980333,0.0009286422,0.0003767823,0.0002549179,0.0001642718,0.000242104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006659124,0.00007995426,0.9823374,0.001856536,0.00002821778,0.0001097704,0.0005783087,0.00008071584,0.00000181815,0.00002415343,0.002545665,0.01169153],"study_design_scores_gemma":[0.01654605,0.003459924,0.8041751,0.00009677993,0.002398079,0.0001009568,0.004840268,0.0001741973,0.00003751161,0.00003598455,0.1675051,0.0006299825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793205,0.01637979,0.000004786224,0.0008488426,0.0005812146,0.001696213,0.00102169,0.00003469407,0.0001123026],"genre_scores_gemma":[0.9966038,0.0007156021,0.000267787,0.0003075606,0.001318832,0.0006912163,0.00004665015,0.00003115212,0.00001740809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1781623,"threshold_uncertainty_score":0.8197836,"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."}}