{"id":"W7102414337","doi":"10.14288/bcs.no226.201392","title":"Tributes to Jean Barman, Mentor and Scholar Extraordinaire","year":2025,"lang":"en","type":"article","venue":"Open Collections","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Biography; Portrait; Period (music)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009519428,0.001039901,0.00178798,0.002450884,0.007320994,0.01149826,0.002678129,0.006573631,0.01672135],"category_scores_gemma":[0.0745765,0.0005903384,0.0006212152,0.002051053,0.004200045,0.005633555,0.003741611,0.02102773,0.01480646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648992,"about_ca_system_score_gemma":0.009151133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007273701,"about_ca_topic_score_gemma":0.01844721,"domain_scores_codex":[0.9881699,0.002839433,0.0009428493,0.001576178,0.005571808,0.0008998713],"domain_scores_gemma":[0.9224742,0.01532181,0.004742733,0.002023421,0.04075942,0.0146784],"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":[0.000009290243,0.00000517219,0.00006324002,0.00003785858,0.000004192328,0.00009565774,0.0002681158,0.000009105689,0.00006536231,0.001116041,0.9943476,0.003978276],"study_design_scores_gemma":[0.000005313798,0.000007978485,0.000138634,0.0001147083,0.000004427929,0.0001707215,0.000483906,0.00003206679,0.00009456835,0.0006289003,0.9983068,0.00001191725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002996482,0.008545205,0.0004739804,0.6562946,0.3269708,0.00001934346,0.00006886316,0.0001470864,0.007180384],"genre_scores_gemma":[0.01346938,0.006817094,0.001666533,0.4761278,0.2675089,0.00010011,0.0001754899,0.0008190734,0.2333156],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01672135,"threshold_uncertainty_score":0.05593854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818575389204373,"score_gpt":0.3283461722530246,"score_spread":0.3101604183609809,"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."}}