{"id":"W2032416910","doi":"10.1145/1920778.1920817","title":"PiNiZoRo","year":2010,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Enthusiasm; Recreation; Leverage (statistics); Global Positioning System; Multimedia; Computer science; Focus (optics); Human–computer interaction; Focus group; Mobile device; Psychology; World Wide Web; Sociology; Social psychology; Artificial intelligence; Political science; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0001943293,0.0008969415,0.0003835577,0.0009378586,0.001474044,0.001808056,0.0009309904,0.0008631282,0.163132],"category_scores_gemma":[0.0006150602,0.0003264678,0.0003792348,0.0006298228,0.0003642293,0.001092472,0.002183993,0.001173247,0.03019393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005646239,"about_ca_system_score_gemma":0.0006077425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00597559,"about_ca_topic_score_gemma":0.01203292,"domain_scores_codex":[0.9997579,0.00002378971,0.000006494268,0.00008216868,0.00007818638,0.00005148589],"domain_scores_gemma":[0.9998022,0.00003720343,0.00002457817,0.00001813216,0.00004504467,0.00007294477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002333033,0.0003781811,0.01018306,0.001516882,0.00005619909,0.002440399,0.001363882,0.0008782353,0.0192508,0.04753016,0.2129959,0.7010733],"study_design_scores_gemma":[0.00006371476,0.0002136722,0.01057509,0.0002697522,0.00002415693,0.00118861,0.0004944245,0.0006690039,0.001639504,0.002683894,0.982145,0.00003323812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04148052,0.006993826,0.008945876,0.003041184,0.001998103,0.0003528695,0.003853324,0.002437999,0.9308963],"genre_scores_gemma":[0.1682929,0.007247209,0.01395112,0.001232612,0.000446056,0.0004665664,0.004234597,0.0005684156,0.8035605],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.163132,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007293859293851154,"score_gpt":0.2563868912689586,"score_spread":0.2490930319751074,"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."}}