{"id":"W1608477814","doi":"10.15353/joci.v10i3.3443","title":"Exploring the use of PPGIS in self-organizing urban development: Case softGIS in Pacific Beach","year":2014,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public participation GIS; Environmental planning; Process (computing); Geography; Geographic information system; Computer science; GIS and public health; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01239462,0.000101444,0.0002658107,0.0003446849,0.001142858,0.00008655738,0.000671232,0.00004187967,0.000002680151],"category_scores_gemma":[0.00102668,0.00006285415,0.00004852772,0.0008282401,0.000219811,0.001648563,0.0001756024,0.000810527,0.000003911587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232388,"about_ca_system_score_gemma":0.000121279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00207671,"about_ca_topic_score_gemma":0.004984856,"domain_scores_codex":[0.9967245,0.001158667,0.001380896,0.000007394279,0.0004966903,0.0002318634],"domain_scores_gemma":[0.9961323,0.00213131,0.001012225,0.0003040812,0.0003763884,0.00004371782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006601667,0.00002988667,0.01201181,0.00005000573,0.00002817846,5.954689e-7,0.9844527,0.0004132178,9.136517e-7,0.0005493326,0.0001217072,0.002335046],"study_design_scores_gemma":[0.0002983657,0.00003160276,0.01101355,0.0001577477,0.00001559683,0.00009751925,0.959882,0.000143734,0.00003014405,0.0001036974,0.0281439,0.00008215286],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963343,0.00003290121,0.0003180713,0.0003101817,0.0001387797,0.0001599639,8.231188e-7,0.00001177757,0.002693276],"genre_scores_gemma":[0.9988627,0.0001899385,0.0008024396,0.00009992807,0.00002541428,0.000002942662,5.698374e-7,0.000004553526,0.00001153109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02802219,"threshold_uncertainty_score":0.8790054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780115051508011,"score_gpt":0.2875243326043553,"score_spread":0.1095128274535542,"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."}}