{"id":"W4281759388","doi":"10.5539/hes.v12n2p199","title":"Reading and Storying in Circles","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casual; Reading (process); Qualitative research; Mathematics education; Psychology; Pedagogy; Reading motivation; Sociology; Linguistics; Social science","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":[0.005004723,0.000489679,0.0005153347,0.001822428,0.0123765,0.009764386,0.001755432,0.0017957,0.005549617],"category_scores_gemma":[0.01467094,0.0003898933,0.0003507123,0.001832411,0.02271545,0.009972567,0.00934081,0.002266411,0.0007358021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003130087,"about_ca_system_score_gemma":0.001956952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003764023,"about_ca_topic_score_gemma":0.005004815,"domain_scores_codex":[0.9842993,0.01263476,0.0002769791,0.0008780763,0.00103429,0.0008764817],"domain_scores_gemma":[0.9822304,0.01249672,0.001840059,0.001222932,0.0008060003,0.001403787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001788147,0.00001519976,0.001407082,0.00005646163,0.000002981398,0.0007180951,0.980271,0.0000435283,0.0005297106,0.01153705,0.0004108654,0.004990214],"study_design_scores_gemma":[0.000003774622,0.00002949587,0.001519543,0.0001015531,0.000005012736,0.0005973814,0.9547554,0.00007161727,0.0006663086,0.005045954,0.03719234,0.0000116259],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824426,0.001669129,0.01050729,0.004401145,0.0001205327,0.0001711057,0.000100217,0.0001003817,0.1004875],"genre_scores_gemma":[0.9920685,0.0004247979,0.001460598,0.0002102571,0.00002278978,0.00005211893,0.00002973949,0.00003933446,0.005691816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0123765,"threshold_uncertainty_score":0.0264678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08027324689963973,"score_gpt":0.3231965991783014,"score_spread":0.2429233522786617,"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."}}