{"id":"W2905971898","doi":"","title":"Newcomer Integration and Academic Support in Newfoundland and Labrador","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Workload; English as a second language; Literacy; Pedagogy; Mathematics education; Psychology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002994811,0.00009899867,0.000334864,0.0004008806,0.0005628564,0.00003622664,0.0004499488,0.0001028593,0.0002037286],"category_scores_gemma":[0.0000969717,0.0000819894,0.00009119329,0.0007826139,0.000568876,0.0002824296,0.0001182728,0.0004898551,0.000003472628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036167,"about_ca_system_score_gemma":0.0001291613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1047202,"about_ca_topic_score_gemma":0.4636455,"domain_scores_codex":[0.9982505,0.0008560719,0.0002710363,0.00009905599,0.0003481875,0.0001750927],"domain_scores_gemma":[0.9987395,0.0003758154,0.0004162311,0.000154245,0.0002165764,0.00009759825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002629586,0.0001875155,0.6751173,0.00003477449,0.002024091,0.00003811543,0.267003,0.0008790053,0.001176834,0.006432151,0.0006202971,0.04385729],"study_design_scores_gemma":[0.00457738,0.0008571614,0.7692903,0.0001206815,0.003879989,0.00003221656,0.1886592,0.007063464,0.000005476227,0.002801852,0.02228478,0.0004274641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930723,0.00008832575,0.001919495,0.001729736,0.0002073333,0.00007207471,0.000002241609,0.000007395014,0.002901055],"genre_scores_gemma":[0.9971345,0.001526691,0.0002164829,0.00006096172,0.0002702153,2.679614e-8,0.000003382337,0.000004253099,0.0007834681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3589253,"threshold_uncertainty_score":0.9012415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108456610661254,"score_gpt":0.2827991734495319,"score_spread":0.2617146073429193,"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."}}