{"id":"W4287578994","doi":"10.2196/preprints.40762","title":"Usability of a Community-Based Dementia Resource Website: Mixed Methods Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Literature Analysis and Criticism","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa; Bruyère","funders":"","keywords":"Dementia; Usability; Analytics; Task (project management); Resource (disambiguation); Psychology; Online community; World Wide Web; Internet privacy; Medical education; Computer science; Medicine; Data science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009496218,0.0003971995,0.001470849,0.0004469046,0.0002390088,0.00005900948,0.0007114844,0.0002389248,0.00621987],"category_scores_gemma":[0.0005666247,0.0003363669,0.0007838778,0.0005906012,0.0001468073,0.00002696278,0.002717562,0.002932186,0.000005874464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144679,"about_ca_system_score_gemma":0.0002629709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223634,"about_ca_topic_score_gemma":0.00009515074,"domain_scores_codex":[0.9900773,0.007080359,0.001214121,0.0005893552,0.0007577038,0.0002811887],"domain_scores_gemma":[0.9943591,0.0009451297,0.0003590844,0.003798347,0.0003669647,0.0001713832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003146613,0.07426269,0.7022178,0.01439409,0.02335247,0.0002042384,0.05075461,0.004854698,0.01374084,0.002711873,0.03148589,0.07887422],"study_design_scores_gemma":[0.0112423,0.005804646,0.4912181,0.0008217006,0.02766148,0.00002324994,0.1145508,0.003617982,0.02665303,0.006077074,0.3101074,0.002222282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557471,0.000574798,0.01163873,0.001019592,0.0002272152,0.002075067,0.000059137,0.00014992,0.02850844],"genre_scores_gemma":[0.9652175,0.000003538639,0.03079292,0.001645563,0.00005511689,0.0002718365,0.0005154839,0.00004015726,0.001457898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2786215,"threshold_uncertainty_score":0.9999089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04820780628820313,"score_gpt":0.4021706794500903,"score_spread":0.3539628731618871,"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."}}