{"id":"W3099021718","doi":"10.22329/celt.v13i0.5978","title":"The Laurentian University CAE Coffeehouse","year":2020,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Outreach; Library science; Humanities; Political science; Sociology; Art; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001732344,0.000196172,0.0002129583,0.0001013018,0.003162418,0.0001232874,0.0002247326,0.0001218821,0.0001544802],"category_scores_gemma":[0.001664172,0.0001594554,0.00006090524,0.0003335197,0.0001361755,0.00004423838,0.0000730396,0.002724257,0.00007773205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004419516,"about_ca_system_score_gemma":0.00003601806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001546076,"about_ca_topic_score_gemma":0.00001504072,"domain_scores_codex":[0.9946186,0.004244599,0.0001711691,0.0004222025,0.0001645029,0.0003789125],"domain_scores_gemma":[0.9981562,0.001339413,0.0001475516,0.000170104,0.00004951503,0.0001371685],"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":[0.001977283,0.0002559587,0.05704718,0.00005109328,0.0007024635,0.0002563428,0.1102019,0.0008183612,0.002404163,0.3870671,0.07224242,0.3669757],"study_design_scores_gemma":[0.00126304,0.0005541078,0.01500118,0.00004197294,0.00004184742,0.0000144479,0.008839395,0.00172671,0.00002035877,0.00008918934,0.9720972,0.0003105224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6107631,0.0003092677,0.01469316,0.006420881,0.0006075198,0.0002520042,0.000004457737,0.001079517,0.3658701],"genre_scores_gemma":[0.9740204,0.00001068207,0.0006691083,0.0004094437,0.0001821287,0.000002425503,0.000009276412,0.00003841726,0.0246581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8998548,"threshold_uncertainty_score":0.9995765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786947426627798,"score_gpt":0.3050869167820852,"score_spread":0.2772174425158072,"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."}}