{"id":"W4399829718","doi":"10.56105/cjsae.v36i01.5747","title":"Teaching and Learning about Family Literacy and Literacy Programs By A. Vincent","year":2024,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Mathematics education; Family literacy; Pedagogy; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0009413164,0.0008409839,0.0004931189,0.002318819,0.0009080275,0.001545204,0.0008132077,0.001557673,0.01154454],"category_scores_gemma":[0.002085049,0.000497014,0.0003446098,0.001503901,0.001010064,0.002560939,0.00119525,0.003367222,0.004843136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756787,"about_ca_system_score_gemma":0.002347908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02446286,"about_ca_topic_score_gemma":0.04617596,"domain_scores_codex":[0.9995787,0.0001143012,0.00002520985,0.00008002968,0.0001718971,0.0000297963],"domain_scores_gemma":[0.9993182,0.0003043787,0.00004211491,0.00001085313,0.0001941245,0.000130175],"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":[0.00002231502,0.00002897162,0.0001643296,0.0005799466,0.000004877942,0.00006513656,0.0004699259,0.0001061812,0.0001500631,0.002156897,0.7458094,0.2504418],"study_design_scores_gemma":[0.000004141553,0.00002818168,0.0009135914,0.001136701,0.000004794527,0.0003802516,0.0002619653,0.00004737279,0.00005172507,0.0008959432,0.9962667,0.000008702906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0004316895,0.930268,0.000654694,0.03541915,0.01143968,0.00004155688,0.00008900989,0.00004922057,0.02160694],"genre_scores_gemma":[0.009942557,0.8000316,0.001978164,0.01713379,0.007402307,0.00008227597,0.0001416046,0.0001516092,0.1631362],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02446286,"threshold_uncertainty_score":0.04864091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696003688379304,"score_gpt":0.3652362268149451,"score_spread":0.348276189931152,"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."}}