{"id":"W4404916876","doi":"10.25071/crxt8883","title":"The Robarts Centre as incubator","year":2024,"lang":"en","type":"article","venue":"Canada Watch","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Incubator; Business; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00120033,0.00004658952,0.00003934895,0.000007270181,0.0008571433,0.0002822498,0.0002245914,0.00002776532,0.0005381582],"category_scores_gemma":[0.001224982,0.00003334792,0.00001917071,0.000129457,0.00006665938,0.0001705345,0.00002355737,0.0001075329,0.0001346854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663836,"about_ca_system_score_gemma":0.00276354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.899372,"about_ca_topic_score_gemma":0.9909592,"domain_scores_codex":[0.9987513,0.0002642683,0.00008748202,0.0001183128,0.0005787836,0.0001998195],"domain_scores_gemma":[0.9989565,0.0007478398,0.00002567797,0.0001187279,0.00005201908,0.0000992543],"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":[0.000001045437,0.000001876303,0.0003126363,0.000003018389,0.00001202733,0.0000147367,0.00366977,0.000007185291,0.00000460823,0.03912128,0.9439704,0.01288142],"study_design_scores_gemma":[0.00001648954,0.000002255169,0.0001302494,0.00001026905,0.000008158818,6.446515e-7,0.003600111,0.00006090265,0.00002701375,0.001885009,0.9942098,0.0000491295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03432143,0.001096309,0.000004940797,0.8398055,0.00263768,0.0001210732,0.000003476074,0.00009226634,0.1219173],"genre_scores_gemma":[0.9171678,0.00007801133,0.00002599247,0.000793523,0.0003291201,0.000003854647,0.000001611474,0.000006983557,0.08159307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8828464,"threshold_uncertainty_score":0.659254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04050732376355928,"score_gpt":0.3810619989321326,"score_spread":0.3405546751685733,"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."}}