{"id":"W4364861711","doi":"10.1007/978-3-031-20390-9_7","title":"Conclusion: Path Towards Change","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Jewish and Middle Eastern Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Situated; Corporation; Port (circuit theory); Politics; Geography; State (computer science); Population; Plan (archaeology); Gaza strip; Political science; Engineering; Sociology; History; Ancient history; Archaeology; Palestine; Law; Demography; Computer science","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":[0.008066748,0.0005138769,0.0003976393,0.000950064,0.005619743,0.01457361,0.002414888,0.006542763,0.05693153],"category_scores_gemma":[0.01635953,0.000170202,0.00047881,0.001338492,0.01057448,0.01319699,0.006479077,0.007506693,0.009352731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009234736,"about_ca_system_score_gemma":0.01944447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007272555,"about_ca_topic_score_gemma":0.008103927,"domain_scores_codex":[0.9921897,0.003636162,0.0001958714,0.0009311647,0.001444345,0.001602792],"domain_scores_gemma":[0.9931509,0.001515039,0.0003338921,0.0004825813,0.002432391,0.002085151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003005459,0.00006500051,0.0009178726,0.0002793389,0.00001195334,0.0002070208,0.007561258,0.0001342903,0.0001372416,0.6512238,0.2947984,0.04463373],"study_design_scores_gemma":[0.00001531117,0.00002043697,0.001040561,0.0006288619,0.000005581815,0.00009956192,0.02242239,0.0001129976,0.0001404031,0.1769984,0.7985026,0.00001282527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004280076,0.004655999,0.002653147,0.769123,0.005394747,0.00006866328,0.0001747652,0.0001111265,0.2135385],"genre_scores_gemma":[0.5212798,0.008377919,0.008209437,0.2447506,0.002113164,0.0003013078,0.0004606544,0.0002152153,0.214292],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05693153,"threshold_uncertainty_score":0.1904549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390370214924309,"score_gpt":0.3208479662810239,"score_spread":0.181810944788593,"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."}}