{"id":"W4255840038","doi":"10.1007/978-3-319-56988-8_32","title":"Toward Understanding the Transformational Writing Phenomenon","year":2020,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Mental Health via Writing","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Institute for Christian Studies","funders":"","keywords":"Phenomenon; Transformational leadership; Psychology; Phenomenology (philosophy); Literacy; Social psychology; Epistemology; Cognitive psychology; Pedagogy","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":[0.0003601232,0.0002695126,0.0002657647,0.0002324121,0.0001547874,0.00005582345,0.0004995857,0.0001879974,0.00362153],"category_scores_gemma":[0.00002176789,0.0002563831,0.0001716021,0.00003130364,0.0001321682,0.0001326676,0.00006972808,0.0005038209,0.0002243696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006846359,"about_ca_system_score_gemma":0.0003200824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003467677,"about_ca_topic_score_gemma":0.000007383546,"domain_scores_codex":[0.9979427,0.00002627148,0.0008550754,0.0003686966,0.000597047,0.0002102445],"domain_scores_gemma":[0.9986964,0.0001558543,0.0006280024,0.0002397013,0.0001786852,0.0001013824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007492145,0.00004742458,0.00009236117,0.00016249,0.0001965029,0.000001627275,0.005464626,0.000002839369,0.00005658249,0.9708031,0.001728493,0.02136899],"study_design_scores_gemma":[0.002927408,0.000507721,0.002500943,0.007431033,0.0004985805,0.0002088631,0.03347913,0.0004153883,0.0005746257,0.5226501,0.4267207,0.00208554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.000469967,0.0009334309,0.002608581,0.003341492,0.004102454,0.0005742951,0.0001082648,0.00005019227,0.9878113],"genre_scores_gemma":[0.9067478,0.00006556426,0.0004041361,0.001103975,0.001933162,0.00008750548,0.0003040961,0.0000784474,0.08927531],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9062778,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394010173004287,"score_gpt":0.3664309152813705,"score_spread":0.2270298979809417,"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."}}