{"id":"W4375865132","doi":"10.29322/ijsrp.13.04.2023.p13607","title":"Advocacy Driven Community Organizing and Development in Highly Urbanized Areas of Baranggay Culiat, Commonwealth, Quezon City During the First Quarter of 2023","year":2023,"lang":"en","type":"article","venue":"International Journal of Scientific and Research Publications","topic":"Local Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Commonwealth; Quarter (Canadian coin); Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.005899519,0.00005161834,0.0001279655,0.0005613037,0.00100931,0.0002033978,0.0006983909,0.00004088225,0.00004964626],"category_scores_gemma":[0.0008708841,0.00003759902,0.00002681907,0.001070997,0.0008299792,0.0003470828,0.0002556909,0.000350252,0.000005732385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001773896,"about_ca_system_score_gemma":0.0009519102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001656912,"about_ca_topic_score_gemma":0.004576397,"domain_scores_codex":[0.9976937,0.0002902843,0.0004684506,0.000104363,0.0012404,0.0002028694],"domain_scores_gemma":[0.9974657,0.0005426435,0.000255241,0.0001272316,0.001507432,0.0001017321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008994202,0.0004474992,0.8571411,0.00007035799,0.00013433,0.000007691554,0.1076413,0.0000341706,0.002200969,0.01414676,0.01502059,0.003065236],"study_design_scores_gemma":[0.0004603093,0.00001760439,0.9375218,0.0001286113,0.000001951927,0.000003834022,0.01307886,0.00002897206,0.0007819455,0.000875072,0.04705251,0.00004853987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828304,0.00009918724,0.00003161538,0.01551949,0.0002141119,0.0001489739,0.00001110129,0.000006810823,0.001138307],"genre_scores_gemma":[0.9984546,0.0003045095,0.0001394655,0.0000179716,0.00004144516,0.000008015756,0.000007111098,0.000003203904,0.00102363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09456245,"threshold_uncertainty_score":0.7762901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08162940206668587,"score_gpt":0.3819395053746765,"score_spread":0.3003101033079907,"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."}}