{"id":"W2530974235","doi":"10.1080/03055698.2016.1237867","title":"De/signing research in education: patchwork(ing) methodologies with theory","year":2016,"lang":"en","type":"article","venue":"Educational Studies","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sociology; Embodied cognition; Subjectivity; Epistemology; Sign (mathematics); Humanism; Space (punctuation); Education theory; Agency (philosophy); Actor–network theory; Educational research; Qualitative research; Pedagogy; Higher education; Social science; Computer science; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02453823,0.00009385934,0.0001720283,0.0002554991,0.0008308209,0.00006058752,0.0003212131,0.00005466497,0.000260265],"category_scores_gemma":[0.02823199,0.00005975182,0.00002605649,0.0008585841,0.001766251,0.0002623121,0.0001094774,0.0002068167,0.00007002623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009855531,"about_ca_system_score_gemma":0.004334863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004516211,"about_ca_topic_score_gemma":0.0007733641,"domain_scores_codex":[0.9908864,0.007224028,0.0001849244,0.0002943619,0.0007535474,0.0006567401],"domain_scores_gemma":[0.9752636,0.02363402,0.00005427474,0.0001807814,0.0007210276,0.0001462796],"domain_codex":null,"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":[0.00008047737,0.000176198,0.1412041,0.00002223603,0.00006423084,0.000001915982,0.0700414,0.000002955654,0.0003992705,0.6546895,0.007581006,0.1257367],"study_design_scores_gemma":[0.0001487113,0.00007203365,0.0805976,0.0003370707,0.000006525499,9.593639e-7,0.1765328,3.261234e-7,0.0006091794,0.6939438,0.04759685,0.0001541458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7794259,0.01809177,0.001855468,0.1136129,0.001169308,0.000896512,0.000004017438,0.0001088885,0.08483528],"genre_scores_gemma":[0.942713,0.00126648,0.03896215,0.0002104553,0.0009403185,0.0009493931,5.202016e-7,0.00001506196,0.01494266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1632871,"threshold_uncertainty_score":0.9799536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9310778477694793,"score_gpt":0.7874199489046196,"score_spread":0.1436578988648597,"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."}}