{"id":"W2580718049","doi":"","title":"Usability Trumps Features: User needs and the redesign of a web-based GIS to support community environmental monitoring","year":2010,"lang":"en","type":"article","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"World Wide Web; Usability; Computer science; Geographic information system; Web standards; Web design; Web development; The Internet; Human–computer interaction; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.003526848,0.00008283356,0.0001666377,0.00007749502,0.001003335,0.00005154284,0.0002602902,0.00007330967,0.000120909],"category_scores_gemma":[0.0002512651,0.00005484755,0.00005945053,0.0002240986,0.001032153,0.0001476905,0.00009610729,0.0002494215,0.000008684542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002331282,"about_ca_system_score_gemma":0.00004283595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00903709,"about_ca_topic_score_gemma":0.005475753,"domain_scores_codex":[0.9988143,0.0003529371,0.0002456164,0.00006319677,0.0003493769,0.0001745238],"domain_scores_gemma":[0.9989275,0.0005674157,0.00008911685,0.0003035327,0.00003628092,0.00007613726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007443828,0.0000701922,0.8054221,0.00002396992,0.00003636792,1.135478e-7,0.1824209,0.000004473587,0.001686148,0.008114613,0.0009903013,0.001156358],"study_design_scores_gemma":[0.001360576,0.00009822803,0.5961717,0.00001334144,0.00002320461,0.000001079273,0.37362,0.000007680124,0.001848986,0.0003405873,0.02634198,0.0001725598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688898,0.000007850793,0.00002333991,0.001306601,0.0001980983,0.0004567082,0.00000865931,0.0000327461,0.02907624],"genre_scores_gemma":[0.9988564,0.000008812766,0.0003866146,0.0001220392,0.00003791923,0.00003780027,9.778552e-7,0.0000031895,0.0005462039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2092504,"threshold_uncertainty_score":0.9975618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02027610457991143,"score_gpt":0.2760880254808861,"score_spread":0.2558119209009747,"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."}}