{"id":"W2999789440","doi":"10.2196/14601","title":"An Automated Text Messaging System (Tonsil-Text-To-Me) to Improve Tonsillectomy Perioperative Experience: Exploratory Qualitative Usability and Feasibility Study","year":2020,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Dalhousie University","keywords":"Usability; Tonsillectomy; Perioperative; Medicine; Qualitative research; Short Message Service; Psychology; Multimedia; Medical education; Computer science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01987263,0.0005271896,0.0006086172,0.0008822654,0.003064194,0.001498733,0.001360191,0.0008281033,0.001823171],"category_scores_gemma":[0.0225252,0.000496039,0.000517055,0.0006763496,0.002284407,0.002047654,0.002412345,0.0009871714,0.0001835716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544202,"about_ca_system_score_gemma":0.004225716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001862419,"about_ca_topic_score_gemma":0.003784887,"domain_scores_codex":[0.9889193,0.008821752,0.0003740433,0.0004014664,0.0006680015,0.0008154819],"domain_scores_gemma":[0.979907,0.01659415,0.0008629955,0.0003608369,0.001525921,0.0007490441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000246507,0.001358059,0.01227608,0.002351586,0.00002754318,0.001725017,0.9280016,0.0001341069,0.004178503,0.0007602002,0.001180259,0.0477604],"study_design_scores_gemma":[0.0001749012,0.004993032,0.01955503,0.001184296,0.0000736577,0.0009492607,0.9573924,0.000628184,0.002785796,0.0003655165,0.01184038,0.000057568],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944946,0.0002943048,0.001882925,0.0003584489,0.00002064014,0.001497746,0.00009832945,0.00001961539,0.001333405],"genre_scores_gemma":[0.984466,0.0007835526,0.009702846,0.0005027759,0.00001825138,0.003282402,0.00007632687,0.0000299058,0.001137884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01987263,"threshold_uncertainty_score":0.1050977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07084524393915702,"score_gpt":0.4479603596910141,"score_spread":0.3771151157518571,"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."}}