{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002753457,0.0006983146,0.0003936392,0.002974053,0.001753895,0.001254046,0.001451365,0.0005440058,0.0903241],"category_scores_gemma":[0.004391736,0.0004073208,0.0003721783,0.002448028,0.0003290081,0.0005869273,0.001833709,0.001102081,0.008228634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003154946,"about_ca_system_score_gemma":0.01547469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07878099,"about_ca_topic_score_gemma":0.1641883,"domain_scores_codex":[0.9987733,0.0002913057,0.00008044401,0.0001523081,0.0004674626,0.0002351142],"domain_scores_gemma":[0.9988,0.0001271892,0.0001036458,0.0001146852,0.0007489427,0.0001055925],"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":[0.0001843202,0.0002271468,0.02057102,0.0005274024,0.00003347778,0.0001847961,0.0008537631,0.0007154804,0.0004678952,0.02966455,0.6343408,0.3122294],"study_design_scores_gemma":[0.0001144366,0.0001239881,0.06270161,0.000689291,0.00003895735,0.0001213913,0.002491754,0.001321354,0.001126073,0.003508826,0.927725,0.00003733815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07399062,0.00320185,0.03365292,0.02200213,0.003285921,0.02532825,0.1682048,0.001393943,0.6689396],"genre_scores_gemma":[0.1272106,0.003232742,0.05361114,0.006060602,0.0004241769,0.04354287,0.06703006,0.0002843401,0.6986034],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0903241,"threshold_uncertainty_score":0.3021643,"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."}}