{"id":"W4388229155","doi":"10.29173/isotl681","title":"I Am Smitten by Her Smile","year":2023,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poetry; Introspection; Transformative learning; Humanity; Aesthetics; Power (physics); Sociology; Enlightenment; Personal development; Psychology; Literature; Art; Philosophy; Epistemology; Pedagogy; Political science; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006189197,0.00005443923,0.00005980772,0.00004393037,0.0004344113,0.0001216889,0.0001547966,0.00002671072,0.001817135],"category_scores_gemma":[0.0001327875,0.00005758554,0.00002950222,0.0003582949,0.0000813135,0.0002219786,0.00003120174,0.0001135439,0.002512385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004330886,"about_ca_system_score_gemma":0.00008087681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002114204,"about_ca_topic_score_gemma":0.0000558274,"domain_scores_codex":[0.9991453,0.0001040268,0.00009329833,0.0001468548,0.0002357375,0.0002747593],"domain_scores_gemma":[0.9995971,0.0001209252,0.00003712235,0.0001196918,0.00003563948,0.00008950932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001149089,0.00002075207,0.007338,0.000002134416,0.0000096035,0.000002973414,0.01785763,0.000004884864,0.0001152987,0.003890026,0.9558847,0.01487285],"study_design_scores_gemma":[0.00007310381,0.000006252861,0.003711014,0.000004954981,0.000004872879,1.445907e-7,0.0114264,0.00001912453,0.00004113032,0.0004764805,0.9841563,0.0000801834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1808392,0.0004062217,0.0002075333,0.1936565,0.003979631,0.0002497812,0.00001692153,0.001304951,0.6193393],"genre_scores_gemma":[0.913134,0.0001219876,0.0002910168,0.001120679,0.0003553056,0.00002955866,0.00001461324,0.0000152624,0.08491752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7322949,"threshold_uncertainty_score":0.9990953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04721965215352475,"score_gpt":0.3835349410647894,"score_spread":0.3363152889112647,"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."}}