{"id":"W3092269665","doi":"10.2307/j.ctv16h2ngc.6","title":"Teaching and Research at Laval University (Québec, Canada):","year":2020,"lang":"en","type":"book-chapter","venue":"Indiana University Press eBooks","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00108032,0.0001470317,0.0001944308,0.0001350638,0.003073291,0.00002817804,0.0004593448,0.0003097477,0.00005402685],"category_scores_gemma":[0.0001743559,0.000202374,0.00005532913,0.00001479314,0.001485657,0.00008034775,0.0002570892,0.001000359,0.000005370046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527591,"about_ca_system_score_gemma":0.004476262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9362381,"about_ca_topic_score_gemma":0.9354438,"domain_scores_codex":[0.9980763,0.0006742456,0.00008651017,0.0003882422,0.0004760749,0.0002986428],"domain_scores_gemma":[0.9980132,0.001243953,0.0001044521,0.000154966,0.0001701477,0.0003132896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001505478,0.000003488437,0.00009073352,0.00002330165,0.00008010241,0.00008530101,0.03173416,2.856139e-7,0.000001583968,0.9324543,0.03427665,0.001234972],"study_design_scores_gemma":[0.0001387126,0.00001440171,0.0001030842,0.0000367367,0.00003834629,0.00000101549,0.02708614,0.000001092893,0.000001120689,0.0003550822,0.9720375,0.0001867555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001158874,0.0001039203,0.000002439476,0.005705836,0.0002052256,0.0002115443,0.00009366259,0.00004639374,0.9924721],"genre_scores_gemma":[0.03053358,0.000232692,0.00009008233,0.0001398795,0.0006016042,1.328113e-7,0.00002358632,0.00001565169,0.9683628],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9377609,"threshold_uncertainty_score":0.9982246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2001969614502445,"score_gpt":0.3596333194889801,"score_spread":0.1594363580387356,"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."}}