{"id":"W4389032065","doi":"10.29173/pandpr29553","title":"Editorial","year":2023,"lang":"en","type":"editorial","venue":"Phenomenology & Practice","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004689124,0.001077083,0.001373983,0.0007666575,0.0004089675,0.0002787925,0.001952203,0.004936518,0.0005665136],"category_scores_gemma":[0.159565,0.001206278,0.0002519229,0.001208979,0.0005076323,0.00126357,0.001086943,0.007510397,0.253282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308308,"about_ca_system_score_gemma":0.002422036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006658656,"about_ca_topic_score_gemma":0.00009213662,"domain_scores_codex":[0.9904763,0.001571582,0.001106912,0.001991757,0.003008907,0.001844619],"domain_scores_gemma":[0.9547161,0.03864625,0.00202432,0.002057825,0.00221262,0.000342845],"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":[0.001415598,0.0003004958,7.405718e-7,0.0000592878,0.001165229,0.0001560109,0.0004159689,0.000008820826,0.0001049776,0.0005709491,0.99554,0.0002619301],"study_design_scores_gemma":[0.001536733,0.000417818,5.782652e-7,0.00003333533,0.001220013,0.00000759894,0.000364865,0.000002586053,0.000002935325,0.001670585,0.9937256,0.001017332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000001511184,0.0006095896,0.00001100236,0.001099271,0.9437377,0.0005234993,0.001254201,0.002561985,0.05020122],"genre_scores_gemma":[0.0000018351,0.0007368121,0.0005690361,0.00009242035,0.9869434,0.0004116345,0.002543366,0.001141181,0.007560357],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2527155,"threshold_uncertainty_score":0.9990387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744660380790967,"score_gpt":0.3371981326037786,"score_spread":0.3197515287958689,"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."}}