{"id":"W4300002051","doi":"10.29173/pandpr29479","title":"Exploratory Essay Writing","year":2022,"lang":"en","type":"article","venue":"Phenomenology & Practice","topic":"Phenomenology and Existential Philosophy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phenomenology (philosophy); Interpretative phenomenological analysis; Reading (process); Psychology; Exploratory research; Epistemology; Aesthetics; Sociology; Qualitative research; Linguistics; Philosophy; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001497336,0.000266764,0.0003520959,0.0002702696,0.001176106,0.00002715586,0.000705022,0.0001401538,0.01262711],"category_scores_gemma":[0.0002306534,0.0003242785,0.00009441418,0.0004711861,0.0003031388,0.0004901979,0.0006896699,0.001391805,0.003140838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002607767,"about_ca_system_score_gemma":0.0001340678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004860434,"about_ca_topic_score_gemma":0.000001926392,"domain_scores_codex":[0.9959633,0.001700849,0.0005003396,0.0007636269,0.0002686988,0.0008032275],"domain_scores_gemma":[0.9977558,0.0007914306,0.0004058298,0.0008267605,0.00008837947,0.0001318557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001514,0.001806576,0.001204344,0.00001145853,0.0009580423,0.0008086998,0.02333614,0.000108283,0.0009332767,0.9527624,0.007484761,0.009072005],"study_design_scores_gemma":[0.001991202,0.001079774,0.0008552882,0.000002400616,0.0002484338,0.001022322,0.05444574,0.00001054125,0.00001705757,0.09579194,0.8439116,0.0006236387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09600683,0.005378509,0.0003398407,0.01995737,0.004199186,0.0003833151,0.00003846091,0.0004658704,0.8732306],"genre_scores_gemma":[0.9836375,0.00002003084,0.0005236357,0.0116642,0.0005766253,0.0007144281,0.00004498287,0.0000642664,0.002754352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8876306,"threshold_uncertainty_score":0.9999209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04625724066652709,"score_gpt":0.3349605646652568,"score_spread":0.2887033239987297,"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."}}