{"id":"W4408483538","doi":"10.1177/20597991251325470","title":"The implications of a mixed methods way of thinking to practice","year":2025,"lang":"en","type":"article","venue":"Methodological Innovations","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Computer science; Epistemology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4869384,0.002883515,0.004174774,0.01255245,0.01650953,0.05371047,0.009374147,0.01238822,0.005647133],"category_scores_gemma":[0.436231,0.002579122,0.003771355,0.008791558,0.07874806,0.03152326,0.02804243,0.02184048,0.00195172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02176721,"about_ca_system_score_gemma":0.04793575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002801588,"about_ca_topic_score_gemma":0.003544162,"domain_scores_codex":[0.2548748,0.6778998,0.01535576,0.009890511,0.03913875,0.002840399],"domain_scores_gemma":[0.3342189,0.5838186,0.01290654,0.03005333,0.03106091,0.007941779],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001740643,0.0003472723,0.002270803,0.005131533,0.0004522554,0.0005566541,0.06957367,0.00197487,0.000348123,0.8090234,0.01067668,0.09947053],"study_design_scores_gemma":[0.0001930527,0.0003170543,0.0005220472,0.01142284,0.0001420644,0.0004431639,0.03075676,0.002590258,0.0005985969,0.8602867,0.09258191,0.0001455072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008142145,0.02416937,0.5760285,0.3302623,0.007796332,0.004852422,0.0001784288,0.0004223352,0.04814819],"genre_scores_gemma":[0.1545658,0.008716178,0.7815741,0.0347578,0.001884865,0.01548866,0.00009345067,0.0002191539,0.002699981],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4869384,"threshold_uncertainty_score":0.6326963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7025745338988933,"score_gpt":0.6943509281734068,"score_spread":0.008223605725486527,"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."}}