{"id":"W4414619718","doi":"10.22487/peweka.v4i2.73","title":"Penanganan Permukiman Kumuh Dengan Pendekatan Kolaboratif Berbasis Collective Action","year":2025,"lang":"id","type":"article","venue":"Jurnal PeWeKa Tadulako","topic":"Architectural and Urban Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Collective action; Action (physics); Service (business); Order (exchange)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003052367,0.0007832535,0.0009005539,0.0005605813,0.004533656,0.0008499356,0.0005118073,0.0002172596,0.00144434],"category_scores_gemma":[0.0001507505,0.0006537178,0.000503279,0.0005617618,0.0007285076,0.0005726951,0.0003746416,0.001139658,0.0003880498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000657638,"about_ca_system_score_gemma":0.0006081158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009228748,"about_ca_topic_score_gemma":0.01115385,"domain_scores_codex":[0.996417,0.0003332292,0.0008425705,0.0008559346,0.0006206502,0.0009305949],"domain_scores_gemma":[0.9978815,0.0002867586,0.0004086227,0.0004958357,0.0006985845,0.0002286512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001750854,0.001264703,0.01780551,0.001404369,0.004442223,0.0003347565,0.1159575,0.00004046213,0.002538183,0.1099083,0.6919711,0.05258215],"study_design_scores_gemma":[0.001682317,0.0006136421,0.05917596,0.0006303672,0.0009178917,0.00003983847,0.03103633,0.0001593264,0.001600714,0.004267742,0.8987437,0.001132176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6486108,0.007272114,0.00006558307,0.009227025,0.004425854,0.001063054,0.0004876366,0.000270834,0.3285771],"genre_scores_gemma":[0.6909195,0.0006704669,0.00004523457,0.0007368072,0.001482671,0.00005315725,0.00004579239,0.00004772997,0.3059987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2067727,"threshold_uncertainty_score":0.9995914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03324245245514486,"score_gpt":0.2722790960677792,"score_spread":0.2390366436126343,"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."}}