{"id":"W4313462686","doi":"10.1364/boe.478217","title":"Integrating clinical access limitations into iPDT treatment planning with PDT-SPACE","year":2023,"lang":"en","type":"article","venue":"Biomedical Optics Express","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"Ontario Ministry of Economic Development, Job Creation and Trade; Ontario Ministry of Health and Long-Term Care","keywords":"Computer science; Photodynamic therapy; Glioblastoma; Light source; Software; Biomedical engineering; Medical physics; Medicine; Optics; Physics; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007116754,0.000676674,0.0004232337,0.0003723575,0.0004060363,0.001259648,0.001230269,0.0009624669,0.007606622],"category_scores_gemma":[0.003408255,0.0005540564,0.0005780113,0.0003241567,0.0004841844,0.0005807357,0.001086229,0.0008475416,0.0007623426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008603627,"about_ca_system_score_gemma":0.002317286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006334508,"about_ca_topic_score_gemma":0.008260665,"domain_scores_codex":[0.9997171,0.00006199189,0.00001704823,0.00002924929,0.0001451461,0.00002943114],"domain_scores_gemma":[0.9989672,0.0007065402,0.00009023726,0.00007345324,0.0001097148,0.00005289756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001243377,0.00006293436,0.001573533,0.0002400882,0.00003264749,0.0002024705,0.0002867033,0.9420461,0.009209035,0.005638347,0.003584953,0.03699877],"study_design_scores_gemma":[0.00005543097,0.00007538604,0.0004011556,0.00003287307,0.00002320182,0.0001644219,0.00006324278,0.9720733,0.008852832,0.003530645,0.01468604,0.00004143088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06804769,0.0004316812,0.8991405,0.0005119811,0.0001423559,0.0002925696,0.001088611,0.007377541,0.02296703],"genre_scores_gemma":[0.6646258,0.0003851545,0.3215034,0.0002608771,0.00003246627,0.0006543406,0.0008446158,0.003704664,0.007988677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007606622,"threshold_uncertainty_score":0.02544671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1584330830721226,"score_gpt":0.4609240489925176,"score_spread":0.302490965920395,"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."}}