{"id":"W3091895419","doi":"10.23856/3823","title":"FOLLOWING L&amp;D TRENDS: CONTINUOUS LEARNING IN CANADA","year":2020,"lang":"en","type":"article","venue":"Polonia University Scientific Journal","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001234231,0.00007222819,0.0001333017,0.0001713635,0.001905699,0.0003635729,0.0004535478,0.0000381466,0.0009760528],"category_scores_gemma":[0.0008225099,0.00008722242,0.00006513977,0.001323772,0.0001353477,0.0006815051,0.00004475119,0.0006428503,0.00008467606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029345,"about_ca_system_score_gemma":0.004785896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6854085,"about_ca_topic_score_gemma":0.9281898,"domain_scores_codex":[0.99799,0.0006685086,0.0001391984,0.000223225,0.0005876503,0.0003914013],"domain_scores_gemma":[0.9990714,0.0001808085,0.0001963418,0.00007080941,0.00009435476,0.0003863155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002800543,0.00003141117,0.8023847,0.000002925172,0.00003417948,0.0003168254,0.1531975,0.001022699,0.000272229,0.0004645875,0.03570711,0.006537859],"study_design_scores_gemma":[0.0002229824,0.000008083519,0.01725366,0.000009936569,0.00001276958,0.000004972571,0.05931903,0.00003259029,0.000002610961,0.000006916747,0.9230291,0.00009733263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346932,0.00006483495,0.00007382039,0.05257807,0.001752504,0.0000327034,0.00000154647,0.00003474976,0.01076854],"genre_scores_gemma":[0.9730098,0.00001061243,0.0003993939,0.0001576256,0.0001361415,4.997363e-8,0.00000238426,0.000004882455,0.02627912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.887322,"threshold_uncertainty_score":0.9999372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03376513201205829,"score_gpt":0.2864535766789175,"score_spread":0.2526884446668592,"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."}}