{"id":"W3003514983","doi":"10.1371/journal.pone.0227402","title":"Characterization of near death experiences using text mining analyses: A preliminary study","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Paranormal Experiences and Beliefs","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Belgian Federal Science Policy Office; Natural Sciences and Engineering Research Council of Canada; Vlaamse regering; European Commission; Fundação Bial; European Space Agency; Mind Science Foundation; Fonds De La Recherche Scientifique - FNRS; James S. McDonnell Foundation","keywords":"Narrative; Phenomenon; Perception; Identification (biology); Phenomenology (philosophy); Causality (physics); Empirical research; Psychology; Interpretation (philosophy); Paradise; Computer science; Cognitive psychology; Data science; Epistemology; History; Literature; Art; Ecology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00007123064,0.0001113718,0.0002994561,0.00004123463,0.00009283696,0.0000271241,0.0001875397,0.00004621026,0.0008271441],"category_scores_gemma":[0.00003780393,0.0001007151,0.00003996391,0.0003282212,0.00005975671,0.0001633761,0.00005796387,0.00006159034,0.00002970487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008153621,"about_ca_system_score_gemma":0.0000249848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001038588,"about_ca_topic_score_gemma":0.000001162287,"domain_scores_codex":[0.9988752,0.00009430703,0.0003113774,0.0002738944,0.0002648198,0.0001803941],"domain_scores_gemma":[0.9994971,0.00002746258,0.000175055,0.000169991,0.00005180185,0.00007862724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003630245,0.004359079,0.1742335,0.0000343907,0.0002744398,0.00002887913,0.42542,0.00001522487,0.3948384,0.00002209138,0.000002334934,0.0004086161],"study_design_scores_gemma":[0.002192126,0.01165578,0.3520673,0.0002673745,0.000709482,0.000009098678,0.4436377,0.04306464,0.1455518,0.000002882035,0.00009476982,0.0007469786],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984664,0.0001090092,0.0001281592,0.00002953549,0.000049875,0.0002912545,0.000005079912,0.00003608045,0.000884581],"genre_scores_gemma":[0.9986672,0.000002782288,0.0008880536,0.0001356308,0.0001007309,0.00006683261,0.000005155147,0.00001213961,0.0001214676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2492866,"threshold_uncertainty_score":0.9056649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2685912053200863,"score_gpt":0.3818927098789338,"score_spread":0.1133015045588475,"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."}}