{"id":"W2842858350","doi":"10.31353/cs1041","title":"Wadi Hanifah Comprehensive Development Plan Methods","year":2015,"lang":"en","type":"article","venue":"","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"U.S. Department of Energy","keywords":"Wadi; Plan (archaeology); Development plan; Geography; Environmental planning; Engineering; Cartography; Archaeology; Civil engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001689435,0.0001170168,0.0001790715,0.00006269512,0.0003370579,0.00008260133,0.0003327016,0.00009608861,0.000959515],"category_scores_gemma":[0.0001823818,0.0001131917,0.00002962206,0.0001204777,0.0001599441,0.0001662295,0.00009533467,0.00009287781,0.001572308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005258453,"about_ca_system_score_gemma":0.001049026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005684065,"about_ca_topic_score_gemma":0.0004111792,"domain_scores_codex":[0.9985204,0.0003317472,0.0002529987,0.0002343804,0.0002772997,0.0003831201],"domain_scores_gemma":[0.9990636,0.0002669603,0.00006974029,0.0001355972,0.0001414094,0.0003227242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003054387,0.0001229501,0.0202772,0.000013508,0.0002159702,0.00001666501,0.3780271,0.00001896576,0.0001764913,0.1245155,0.2245377,0.2520475],"study_design_scores_gemma":[0.0002669231,0.000008129333,0.002221545,0.000004265667,0.000003517327,9.183182e-7,0.03919483,0.000009152436,0.0008732132,0.003811538,0.9534054,0.0002005728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1057101,0.0001452592,0.01210722,0.002390675,0.002277666,0.0004093499,9.33277e-7,0.0003873839,0.8765714],"genre_scores_gemma":[0.04873073,0.00002477715,0.9002056,0.002422387,0.0002761342,0.00005067592,0.00001154047,0.00002240154,0.04825578],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8880984,"threshold_uncertainty_score":0.9999537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2457045583383863,"score_gpt":0.441767708445537,"score_spread":0.1960631501071507,"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."}}