{"id":"W7108080354","doi":"10.1007/s40617-025-01118-0","title":"A Coherent Investigation or a “Dog’s Breakfast”? Exploring the Integration of Qualitative Inquiry and Behavior Analysis Through Mixed Methods Research","year":2025,"lang":"en","type":"article","venue":"Behavior Analysis in Practice","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Multimethodology; Qualitative research; Field (mathematics); Mixed reality; Qualitative analysis; Research methodology; Applied behavior analysis","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00884515,0.0002900247,0.0008719182,0.001272571,0.000341821,0.00009936884,0.0003921734,0.0002167492,0.0003474697],"category_scores_gemma":[0.001764199,0.0001849175,0.0003440042,0.01245241,0.0008301541,0.0005405379,0.0002365427,0.0009190179,0.000009254009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556266,"about_ca_system_score_gemma":0.0000450153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008653942,"about_ca_topic_score_gemma":0.004463521,"domain_scores_codex":[0.9871302,0.00995704,0.001106845,0.0008228624,0.0005656704,0.0004174239],"domain_scores_gemma":[0.9921859,0.005808561,0.0004859119,0.0007646607,0.0006810129,0.00007396007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001205954,0.004503333,0.3588618,0.00003349149,0.008403624,0.0000982679,0.3301814,0.00003151705,0.003918407,0.01340118,0.0006601466,0.2787009],"study_design_scores_gemma":[0.0004344083,0.0002035259,0.7586183,0.00002446923,0.02613849,0.000003490307,0.2130598,0.00002417299,0.0003988553,0.0003851686,0.0005303978,0.0001789652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851921,0.0007432779,0.01075167,0.001064613,0.0004123432,0.0007785212,0.0000245641,0.00003539843,0.0009975696],"genre_scores_gemma":[0.9827458,0.0002406327,0.01267431,0.0001697699,0.00003238859,0.003244712,0.00004753214,0.00001302512,0.0008317952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3997565,"threshold_uncertainty_score":0.9979475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7975665520975103,"score_gpt":0.6528601277907374,"score_spread":0.1447064243067728,"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."}}