{"id":"W2169767569","doi":"10.46743/2160-3715/2009.2825","title":"Facilitating Coherence across Qualitative Research Papers","year":2016,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Illinois at Urbana-Champaign; Nova Southeastern University; University of Calgary","keywords":"Coherence (philosophical gambling strategy); Qualitative research; Presentation (obstetrics); Computer science; Epistemology; Sociology; Engineering ethics; Social science; Engineering; Philosophy","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.01652202,0.0002401988,0.0003930176,0.00008059826,0.001627958,0.0001761654,0.0004414418,0.00003714106,0.002378299],"category_scores_gemma":[0.008160195,0.0001128786,0.0001964193,0.0001682529,0.00526192,0.0003277733,0.0002339406,0.0002738812,0.0005602782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184502,"about_ca_system_score_gemma":0.00008559512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018035,"about_ca_topic_score_gemma":0.001899809,"domain_scores_codex":[0.9933504,0.00357596,0.0007193056,0.0005157927,0.001142488,0.0006959789],"domain_scores_gemma":[0.9854928,0.01218342,0.000361028,0.0006998148,0.001185717,0.00007719587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002789327,0.00003296283,0.00001342796,0.00001510833,0.0002967524,0.00006352793,0.8272086,3.904834e-7,0.0005297423,0.1629049,0.003253969,0.005652687],"study_design_scores_gemma":[0.0001706879,0.000117123,0.00003010623,0.0001004801,0.00002507537,0.000008927049,0.9170674,6.999303e-7,0.0002455874,0.03288674,0.04913881,0.0002083607],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4856685,0.0005860132,0.0002409049,0.007023544,0.0003202224,0.0004231286,0.0002392522,0.0001331095,0.5053653],"genre_scores_gemma":[0.8654556,0.00001819564,0.0001702971,0.0001128009,0.0003079364,0.0001730089,0.00000895196,0.0000236859,0.1337295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3797871,"threshold_uncertainty_score":0.9996718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3357230493115448,"score_gpt":0.574821643090077,"score_spread":0.2390985937785322,"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."}}