{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004445048,0.0002962263,0.0004213231,0.0005147248,0.0006900224,0.0006599783,0.0005455496,0.00003014933,0.001999878],"category_scores_gemma":[0.0003210753,0.0002557631,0.0003271286,0.0001745538,0.0000651007,0.001164648,0.0001338301,0.0008482189,0.0001288447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122046,"about_ca_system_score_gemma":0.0002365365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006823227,"about_ca_topic_score_gemma":0.00002364368,"domain_scores_codex":[0.9971642,0.0002678789,0.001055737,0.0003219291,0.0007185406,0.000471655],"domain_scores_gemma":[0.9970916,0.0001157022,0.0006561211,0.0003503576,0.001401374,0.0003848466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003455469,0.001824962,0.001943896,0.0001111015,0.00008002851,0.00006108399,0.9343812,0.00007102027,0.00005708914,0.00213937,0.0197394,0.0392453],"study_design_scores_gemma":[0.003600476,0.001518041,0.01906032,0.001522604,0.0001794375,0.0002925168,0.2731872,0.0003131721,0.000262123,0.0018794,0.6972958,0.0008889689],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835524,0.0006578188,0.0000427514,0.009208017,0.00522176,0.000322879,0.0001398355,0.00004734648,0.0008072136],"genre_scores_gemma":[0.9831136,0.0001263987,0.0005019052,0.008494437,0.004101114,0.00002540176,0.0000466769,0.00004929725,0.003541113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6775564,"threshold_uncertainty_score":0.9999894,"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."}}