{"id":"W4307820546","doi":"10.1002/jaal.1269","title":"Multiliterate lives: Childhood to adult, lessons learned","year":2022,"lang":"en","type":"article","venue":"Journal of Adolescent & Adult Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Sudbury; Laurentian University","funders":"","keywords":"Ethos; Construct (python library); Literacy; Meaning (existential); Semiotics; Pedagogy; Sociology; Psychology; Mathematics education; Linguistics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002907711,0.0003867613,0.0005451844,0.001039241,0.007809582,0.007151756,0.001002111,0.001200353,0.006316271],"category_scores_gemma":[0.005360852,0.0003385299,0.0002383026,0.0007681172,0.005574094,0.004915173,0.008086663,0.004665572,0.0009561955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002805051,"about_ca_system_score_gemma":0.003112382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00657114,"about_ca_topic_score_gemma":0.0213913,"domain_scores_codex":[0.9985857,0.0006844885,0.00005173864,0.0001363373,0.0001661139,0.0003757073],"domain_scores_gemma":[0.9979894,0.0005918185,0.0001312771,0.0001322479,0.0002569793,0.0008982879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003568272,0.0003626989,0.007853034,0.0002079098,0.000007771279,0.002826229,0.9016799,0.00003413732,0.0004896374,0.008852058,0.0161874,0.06146337],"study_design_scores_gemma":[0.000004826412,0.00008041436,0.005971735,0.0006652229,0.000008199801,0.001461463,0.8599849,0.00002567155,0.0005212841,0.002022061,0.1292329,0.0000211753],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8402784,0.01360047,0.001688784,0.03098889,0.001100471,0.0001725858,0.0003731305,0.0002161079,0.1115812],"genre_scores_gemma":[0.9741488,0.006452372,0.0008840108,0.002164554,0.00008762159,0.00008100126,0.000109289,0.00006006411,0.01601223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007809582,"threshold_uncertainty_score":0.02113003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02909558509502785,"score_gpt":0.2954192331692495,"score_spread":0.2663236480742216,"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."}}