{"id":"W2111935689","doi":"","title":"Canadian Editor's Introduction: Political Ecologies, Public Humanities—a Report from Canada","year":2015,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Politics; Humanities; Political science; Digital humanities; Media studies; Library science; Sociology; Geography; Art; Computer science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000281194,0.0001720053,0.0002116728,0.002289545,0.0008956587,0.0001087101,0.0006080353,0.0002280958,0.0002248921],"category_scores_gemma":[0.0002846405,0.0001780815,0.00007050963,0.00244063,0.0002824861,0.0006747824,0.0001570851,0.0002940691,0.00001828589],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009112028,"about_ca_system_score_gemma":0.0227336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999509,"about_ca_topic_score_gemma":0.9999859,"domain_scores_codex":[0.9978489,0.0001712346,0.0001404092,0.0004220682,0.0005320071,0.0008854238],"domain_scores_gemma":[0.9982715,0.00005977173,0.00009134035,0.0003441718,0.0004538971,0.0007793078],"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":[0.0001009674,0.0003054508,0.01250786,0.0000248196,0.0005014068,0.01066032,0.04805632,0.00001263197,3.401103e-7,0.2489477,0.6701034,0.008778872],"study_design_scores_gemma":[0.0003051681,0.0000364822,0.0001619744,0.00000366091,0.00002950482,0.000008800298,0.07111967,0.000003103891,0.000003053668,0.00001282717,0.928082,0.0002337072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02739637,0.000002626424,0.0000114653,0.03185874,0.006927236,0.0002805856,0.00009993024,0.0001678306,0.9332552],"genre_scores_gemma":[0.9690267,0.006715365,0.0002284429,0.0006076525,0.02013791,0.000001357372,0.0002621023,0.00003025364,0.002990215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9416303,"threshold_uncertainty_score":0.9946918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405494304582157,"score_gpt":0.2343178912897817,"score_spread":0.193768460831566,"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."}}