{"id":"W4410399281","doi":"10.1007/978-981-96-0045-8_301","title":"Sahota, Sunjeev (1981–)","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"South Asian Studies and Diaspora","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Geology","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":[0.0001386283,0.0005892223,0.0002466718,0.0008104236,0.00254573,0.001377458,0.0003554381,0.0005944774,0.03666334],"category_scores_gemma":[0.0002536874,0.0003018545,0.0001078203,0.002116247,0.0008593848,0.001590378,0.0009070306,0.001174072,0.008152056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211682,"about_ca_system_score_gemma":0.001223332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01188106,"about_ca_topic_score_gemma":0.04871469,"domain_scores_codex":[0.9999523,0.00001224036,0.000003272372,0.000009371646,0.00001067301,0.00001217192],"domain_scores_gemma":[0.9999479,0.00001591496,0.000005822204,0.000007554968,0.00001449357,0.000008208963],"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":[0.0001189208,0.00007262905,0.001291734,0.0005682967,0.00001225998,0.0007906382,0.01560505,0.000201218,0.001548743,0.3118371,0.3645303,0.3034231],"study_design_scores_gemma":[0.000003667835,0.000009653207,0.001230772,0.0001258239,0.000004464042,0.0001920862,0.001319029,0.00002133455,0.0002280362,0.003995117,0.9928676,0.000002470758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01061604,0.1267038,0.0005504888,0.003221362,0.001865587,0.00004928819,0.0003338584,0.00006399326,0.8565957],"genre_scores_gemma":[0.08892071,0.05672666,0.000646977,0.001005312,0.0003503305,0.0000644235,0.000294048,0.0000791514,0.8519124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03666334,"threshold_uncertainty_score":0.1226512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216920756735734,"score_gpt":0.2065420288134052,"score_spread":0.1743728212460479,"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."}}