{"id":"W2371055786","doi":"","title":"Visiting and Thinking Deeply to Nova Scotia Agricultural College in Canada","year":2008,"lang":"en","type":"article","venue":"Journal of Tianjin Agricultural University","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Agriculture; Nova (rocket); Work (physics); Process (computing); Mathematics education; Engineering; Psychology; Sociology; Geography; Computer science; Archaeology; Mechanical engineering; Aeronautics","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":[0.0003217791,0.0001136707,0.000208716,0.0001221067,0.0001977471,0.00003917855,0.0005582855,0.0000344034,0.000008906761],"category_scores_gemma":[0.00005799613,0.00007763287,0.00005113318,0.0006681733,0.00001511534,0.0006432406,0.0001471297,0.0002887618,0.000002662654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007178494,"about_ca_system_score_gemma":0.0004278835,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1255014,"about_ca_topic_score_gemma":0.2426622,"domain_scores_codex":[0.9989107,0.0002004451,0.0002252145,0.000159903,0.0003046084,0.0001991559],"domain_scores_gemma":[0.9991739,0.000125355,0.0002052212,0.00008679111,0.0001874285,0.0002212986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001589103,0.0004782377,0.745583,0.0000879617,0.0003268524,0.005789353,0.06420883,0.00343809,0.02046919,0.03164614,0.1174348,0.01037868],"study_design_scores_gemma":[0.0003720146,0.00003617186,0.9919791,0.00005102946,0.000005693351,0.0008916217,0.004918606,0.0000354756,0.0002424608,0.00002559683,0.001296379,0.0001458109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991926,0.0000400567,0.002450285,0.004074868,0.0006001694,0.0000661368,0.000002936425,0.0000114788,0.0008281159],"genre_scores_gemma":[0.9519779,0.000005103945,0.0474029,0.0002158899,0.00009566731,1.7723e-8,5.989615e-7,0.000001694444,0.000300196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2463961,"threshold_uncertainty_score":0.880322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391619022865491,"score_gpt":0.2140923337625312,"score_spread":0.2001761435338763,"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."}}