{"id":"W3144167693","doi":"","title":"Designing for Mobile Activities: Wifi Hotspots and Users in Quebec City","year":2012,"lang":"en","type":"article","venue":"Human Experience in the Natural and Built Environment: Implications for Research, Policy and Practice (IAPS 22 Conference, Abstracts of Presentations)","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Business; Telecommunications; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003303238,0.0001284638,0.0001764958,0.0004289044,0.001347354,0.0002433744,0.0003066322,0.0001030783,0.00003072113],"category_scores_gemma":[0.002897552,0.0001117388,0.00004045573,0.0004202321,0.001641941,0.001754271,0.00006443465,0.0003038595,6.937405e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048105,"about_ca_system_score_gemma":0.0001897073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06239439,"about_ca_topic_score_gemma":0.01900411,"domain_scores_codex":[0.9978796,0.0006319879,0.0003755248,0.0003085095,0.0003205179,0.0004838204],"domain_scores_gemma":[0.9920723,0.007223669,0.0002026,0.000251012,0.0001120901,0.0001383161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003394451,0.001286284,0.03548891,0.0002067217,0.00007342357,6.281675e-7,0.4691029,0.0002625774,0.02078047,0.3990155,0.0002619956,0.07318115],"study_design_scores_gemma":[0.001012542,0.0001860401,0.5402386,0.00006650721,0.00006359057,0.000006628318,0.3868465,0.0001610432,0.001170052,0.03174715,0.03811016,0.0003912227],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905044,0.0006721691,0.0003875026,0.004804468,0.00001492959,0.00166044,0.00004366806,0.000008795151,0.001903636],"genre_scores_gemma":[0.9958375,0.001102021,0.0006217684,0.0001096311,0.0001045125,0.001550068,0.00003054336,0.000007160828,0.0006368332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5047497,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2137261439503307,"score_gpt":0.4930486430026734,"score_spread":0.2793224990523426,"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."}}