{"id":"W2237905289","doi":"","title":"Challenges and Opportunities Faced by Small Communities in New Brunswick: An Introduction","year":2015,"lang":"en","type":"article","venue":"Journal of New Brunswick Studies / Revue d’études sur le Nouveau-Brunswick","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Political science; Sociology; Identity (music); Representation (politics); Public relations; Library science; Environmental ethics; Social science; Law; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003406832,0.0005128613,0.001383324,0.001291869,0.001058011,0.0005119778,0.0009427067,0.0003674893,0.00005242841],"category_scores_gemma":[0.0009499724,0.0006078564,0.0002516245,0.0004426191,0.00135434,0.001976169,0.0002394931,0.001053815,0.0000124925],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002041007,"about_ca_system_score_gemma":0.03849872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7878767,"about_ca_topic_score_gemma":0.9961616,"domain_scores_codex":[0.9953122,0.0009963785,0.001433697,0.0004930479,0.0008454374,0.000919253],"domain_scores_gemma":[0.995496,0.0004110008,0.001096318,0.0005868574,0.001031878,0.001377921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004869328,0.0008005128,0.004134926,0.0003835268,0.0007495956,0.00026017,0.5734195,0.000200418,0.0000634541,0.158962,0.2062439,0.05429507],"study_design_scores_gemma":[0.001903972,0.0005663641,0.005428525,0.0002386908,0.0001059342,0.000121362,0.2459121,0.000008137606,0.00000633064,0.001010769,0.74418,0.0005178052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7163965,0.1675919,0.00004084479,0.1047665,0.003270209,0.000606569,0.000006810807,0.00013103,0.00718966],"genre_scores_gemma":[0.5593922,0.3742572,0.00163894,0.001687599,0.009105513,0.000005578685,0.00003780442,0.0002044909,0.05367064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5379361,"threshold_uncertainty_score":0.9996373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1537151083317343,"score_gpt":0.2947537043071299,"score_spread":0.1410385959753956,"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."}}