{"id":"W4416388565","doi":"10.20944/preprints202511.1469.v1","title":"Assessing Canadaʹs Health System Readiness for Complex Therapies - The Current and Future State of T-Cell Redirecting Therapies","year":2025,"lang":"","type":"preprint","venue":"Preprints.org","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Psychological intervention; Deliberation; Intervention (counseling); Data collection; Flexibility (engineering); Healthcare system; Health informatics","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":[0.006216227,0.0003418732,0.0003560589,0.002456848,0.006588011,0.003421889,0.002103994,0.0007202901,0.005146228],"category_scores_gemma":[0.01785743,0.0002755921,0.0007747975,0.00332311,0.001728089,0.001102902,0.001906712,0.001228593,0.0002809874],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1239832,"about_ca_system_score_gemma":0.2569216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936005,"about_ca_topic_score_gemma":0.9968072,"domain_scores_codex":[0.9915004,0.001334501,0.0003988124,0.0003905703,0.004304706,0.002071006],"domain_scores_gemma":[0.9768263,0.002919329,0.002164042,0.0002981134,0.01304366,0.004748545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002421254,0.0002695227,0.8126097,0.001500774,0.0002075439,0.0002495886,0.01475689,0.001478282,0.0009030002,0.006549189,0.02574953,0.1354838],"study_design_scores_gemma":[0.00003742611,0.0002818974,0.9308677,0.0007831584,0.000124579,0.00009069881,0.02579973,0.001830369,0.000658648,0.0004328628,0.03899995,0.00009301744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8749976,0.005377507,0.002727157,0.04203206,0.0001879659,0.001855022,0.009748817,0.0001509217,0.06292299],"genre_scores_gemma":[0.989369,0.001688903,0.003500094,0.001326406,0.00002180946,0.0002111853,0.001150224,0.000009288,0.002723091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8760167,"threshold_uncertainty_score":0.8995656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1900785494135644,"score_gpt":0.433811334491167,"score_spread":0.2437327850776027,"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."}}