{"id":"W3166570023","doi":"10.2196/28267","title":"Evaluating Community-Facing Virtual Modalities to Support Complex Neurological Populations During the COVID-19 Pandemic: Protocol for a Mixed Methods Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury Alberta; Alberta Health Services; Alberta Health; University of Alberta","funders":"","keywords":"Telehealth; Modalities; Analytics; Rehabilitation; Medical education; Telemedicine; Medicine; Computer science; Psychology; Data science; Physical therapy; Health care; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.08896403,0.005931114,0.00668557,0.004748367,0.007147657,0.005855124,0.005845955,0.008895672,0.05881838],"category_scores_gemma":[0.07156959,0.003957198,0.007102933,0.004528533,0.004389676,0.004794564,0.005116639,0.008309854,0.01159328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0105572,"about_ca_system_score_gemma":0.03356968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006290176,"about_ca_topic_score_gemma":0.01061893,"domain_scores_codex":[0.9529187,0.02820737,0.00764062,0.002954956,0.004605605,0.003672828],"domain_scores_gemma":[0.9534644,0.0147112,0.005719239,0.005641039,0.0175371,0.002926913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2207486,0.1116302,0.0108326,0.1445346,0.003057201,0.003550327,0.02999789,0.01728367,0.0134353,0.03714121,0.08624865,0.3215398],"study_design_scores_gemma":[0.3031807,0.1171988,0.03111599,0.05237453,0.00220846,0.0005540642,0.02301685,0.01021654,0.01309262,0.02771266,0.417995,0.001333819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000563565,0.00003710794,0.0007808477,0.00004529011,0.00004960469,0.9980227,0.0002659729,0.00001216884,0.0002227413],"genre_scores_gemma":[0.0002265645,0.00002293914,0.001003316,0.00002431281,0.000004496075,0.9986285,0.00003104032,9.588423e-7,0.00005795568],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08896403,"threshold_uncertainty_score":0.4704924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8995582048014592,"score_gpt":0.7637814163694331,"score_spread":0.1357767884320261,"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."}}