{"id":"W4393319863","doi":"10.21203/rs.3.rs-4151906/v1","title":"The Utilization of Psychosocial Oncology Services by Oral Cancer Patients According to their Language Profile in the Montreal Area: a Real-Word Observational Study Protocol","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal; McGill University Health Centre","funders":"Health Canada; McGill University","keywords":"Psychosocial; Observational study; Protocol (science); Medicine; Word (group theory); Cancer; Oncology; Family medicine; Gerontology; Internal medicine; Psychiatry; Linguistics; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006757777,0.001940432,0.001762598,0.003388036,0.004755227,0.002298425,0.00274407,0.001657238,0.01280625],"category_scores_gemma":[0.008608806,0.001964996,0.002687754,0.003940978,0.002313533,0.001863664,0.001698952,0.001764432,0.002856377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01283995,"about_ca_system_score_gemma":0.03406357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2879309,"about_ca_topic_score_gemma":0.3548099,"domain_scores_codex":[0.9945259,0.002028847,0.001077857,0.0008708977,0.0005170494,0.0009795226],"domain_scores_gemma":[0.9946079,0.0006824977,0.00147839,0.0005503258,0.001792013,0.0008887604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05153359,0.03083982,0.7869696,0.006048123,0.001868739,0.002759605,0.02734349,0.007086847,0.005249113,0.003202745,0.03068077,0.0464175],"study_design_scores_gemma":[0.0142995,0.015942,0.9202641,0.0007815104,0.0005918216,0.0001949172,0.01197293,0.003098557,0.001720747,0.0008215249,0.02982362,0.0004888098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4454895,0.000339205,0.003443459,0.0005434179,0.0001132264,0.5046115,0.03894041,0.0001152382,0.006404158],"genre_scores_gemma":[0.2479496,0.0003405654,0.009993549,0.0005796516,0.0001206539,0.7251907,0.01065172,0.00003726086,0.005136294],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7120691,"threshold_uncertainty_score":0.5725099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.214012618053732,"score_gpt":0.5385753758307031,"score_spread":0.3245627577769712,"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."}}