{"id":"W3002183795","doi":"","title":"Guides: McGill Community for Lifelong Learning (MCLL): How to...","year":2019,"lang":"en","type":"libguides","venue":"","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Sociology; Pedagogy","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005655484,0.0003562711,0.000561208,0.000252686,0.003520942,0.0007145245,0.001554655,0.0005762672,0.002089415],"category_scores_gemma":[0.02225205,0.0003674105,0.0002273057,0.0004196853,0.0002225541,0.0007570434,0.0002284359,0.001963848,0.001267681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004175365,"about_ca_system_score_gemma":0.001045645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02192091,"about_ca_topic_score_gemma":0.01054773,"domain_scores_codex":[0.9948118,0.002807492,0.0004058459,0.0004883505,0.0007511984,0.0007353247],"domain_scores_gemma":[0.9899128,0.007491765,0.0006775654,0.0006941007,0.0008839619,0.0003398212],"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":[0.00001057104,0.00006171686,0.0004934103,0.0001507323,0.00007978026,3.705941e-7,0.0423778,0.00007555779,0.000003889507,0.005353208,0.945112,0.006280945],"study_design_scores_gemma":[0.0001295062,0.0001353344,0.00009201412,0.0001400043,0.00006312024,3.98916e-7,0.04630734,0.000006464431,0.000009206512,0.0001327197,0.9525224,0.000461492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001693492,0.000241896,0.0004022304,0.1422075,0.01109566,0.002213435,0.0001060492,0.000852699,0.841187],"genre_scores_gemma":[0.01712602,0.0002179582,0.009502118,0.005235852,0.003472412,0.0002057327,0.0002689675,0.0001212801,0.9638497],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1369717,"threshold_uncertainty_score":0.9998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068459224202234,"score_gpt":0.4169160989087383,"score_spread":0.3100701764885149,"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."}}