{"id":"W4400681119","doi":"10.3390/healthcare12141417","title":"Usability Evaluation Ecological Validity: Is More Always Better?","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Agence Nationale de la Recherche","keywords":"Usability; Computer science; Ecological validity; Ecology; Data science; Psychology; Human–computer interaction; Biology; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019731,0.0001626445,0.0001936171,0.00007373757,0.0001656111,0.0002675446,0.0006065429,0.0001731661,0.0003737288],"category_scores_gemma":[0.0001991662,0.0001385856,0.0001190844,0.0004301605,0.00007898988,0.0004671151,0.0001912958,0.0003561416,0.0004989329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000359153,"about_ca_system_score_gemma":0.0003426118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138899,"about_ca_topic_score_gemma":0.00006773847,"domain_scores_codex":[0.9973183,0.0005439107,0.0003444718,0.0007961719,0.0006197417,0.0003774014],"domain_scores_gemma":[0.9984135,0.0003316414,0.00003447851,0.0008084597,0.0002419484,0.0001699461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002679894,0.0004390524,0.05154757,0.00138544,0.0000572932,0.00006377917,0.01907784,0.00009367243,0.0003043611,0.03149346,0.05779595,0.8377148],"study_design_scores_gemma":[0.0003460015,0.0008803613,0.1084554,0.0002102069,0.00004025837,0.00006066487,0.0003109433,0.6410852,0.004083374,0.1790989,0.06477148,0.0006572714],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7867076,0.00115448,0.05044319,0.1573758,0.002044109,0.0008769759,0.00003778924,0.0008098788,0.0005501095],"genre_scores_gemma":[0.9902542,0.00001891729,0.004298357,0.005114364,0.0001493697,0.00009018495,0.000008589744,0.000008753144,0.00005724348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8370575,"threshold_uncertainty_score":0.6412939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1792132486990588,"score_gpt":0.3925359105059862,"score_spread":0.2133226618069275,"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."}}