{"id":"W6988051308","doi":"","title":"What do Students Learn in the Numbers for Life Course at McMaster University? Assessing students’ improvement and retention of numeracy knowledge and skills","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Child Development and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Numeracy; Course (navigation); Life course approach; Key (lock); Lifelong learning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001257589,0.0003700697,0.0005339457,0.001297387,0.002001351,0.002468331,0.001198643,0.001043056,0.004166213],"category_scores_gemma":[0.00576658,0.0004446183,0.0003885064,0.000931925,0.0009580668,0.001174702,0.0009567382,0.001419,0.001628592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00430877,"about_ca_system_score_gemma":0.005569378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.127167,"about_ca_topic_score_gemma":0.3330755,"domain_scores_codex":[0.9988365,0.0001059985,0.00004944098,0.0001042987,0.0005477325,0.0003561095],"domain_scores_gemma":[0.9954156,0.0003477643,0.000782148,0.0001015604,0.001189807,0.002163103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002129427,0.002730089,0.8187296,0.0002811755,0.00005442421,0.000651598,0.04722165,0.0002780182,0.003465347,0.0003604602,0.01175361,0.1142611],"study_design_scores_gemma":[0.00001182226,0.0006131933,0.9554927,0.0001183281,0.00001865446,0.0001279744,0.03464613,0.0001954534,0.001437977,0.000111368,0.007183016,0.00004332944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950644,0.0001005266,0.0000342083,0.0007545993,0.00001560804,0.00004661727,0.0001499397,0.00001160468,0.003822497],"genre_scores_gemma":[0.9885677,0.000367874,0.0002523755,0.0003105705,0.000008102113,0.00004803551,0.0002820074,0.000009550284,0.0101537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.127167,"threshold_uncertainty_score":0.2528536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575997607150253,"score_gpt":0.3092463027212022,"score_spread":0.2934863266496997,"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."}}