{"id":"W2973648262","doi":"10.18432/ari29446","title":"Book Publication as Pedagogy: Taking Learning Deep and Wide","year":2019,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Narrative; Psychology; Pedagogy; Art; Literature","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008668749,0.0001891261,0.0002168599,0.0008921971,0.0008555994,0.0003981072,0.0005574389,0.0001352351,0.02673473],"category_scores_gemma":[0.0009303772,0.0001732747,0.0001060081,0.0003771921,0.0002201859,0.0007012813,0.0001446154,0.003317534,0.002456289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551611,"about_ca_system_score_gemma":0.0001387622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001640379,"about_ca_topic_score_gemma":0.000004463368,"domain_scores_codex":[0.9952481,0.002183227,0.000482326,0.0004768414,0.0009770102,0.0006324787],"domain_scores_gemma":[0.9973905,0.001107472,0.0002597004,0.000214617,0.0008173874,0.0002103374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002836743,0.001275241,0.2880332,0.00009019098,0.001558896,0.0006677723,0.2687837,0.001204731,0.01148443,0.1293693,0.1205535,0.1741423],"study_design_scores_gemma":[0.002228593,0.00116683,0.2283403,0.0001569381,0.00001766973,0.002087351,0.01306556,0.002996198,0.00008311671,0.008705667,0.7407549,0.0003968654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6574647,0.001482287,0.01396054,0.02981107,0.001434425,0.0002871861,0.000002708834,0.00009477967,0.2954623],"genre_scores_gemma":[0.889496,0.00009990312,0.001565246,0.000817749,0.0005131505,0.00002946051,0.00003344108,0.00004596247,0.1073991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6202014,"threshold_uncertainty_score":0.9989818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07492056517856195,"score_gpt":0.4959297510334542,"score_spread":0.4210091858548923,"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."}}