{"id":"W2736831238","doi":"10.1177/1609406916681005","title":"Embracing the Spiral","year":2016,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Alberta","funders":"","keywords":"Reflexivity; Conceptualization; Sociology; Identity (music); Critical theory; Negotiation; Consciousness; Dialogic; Epistemology; Pedagogy; Social science; Aesthetics","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":[0.05446816,0.001415365,0.001131592,0.004190374,0.01114766,0.02660138,0.003250867,0.006402134,0.006383848],"category_scores_gemma":[0.0706247,0.001317105,0.001376788,0.00285612,0.08245025,0.04085309,0.02675071,0.01082997,0.002182074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01075933,"about_ca_system_score_gemma":0.02290148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002788339,"about_ca_topic_score_gemma":0.003344402,"domain_scores_codex":[0.9488544,0.03466742,0.001630483,0.004863483,0.007064963,0.002919241],"domain_scores_gemma":[0.9233998,0.04175554,0.005127846,0.01455155,0.009817312,0.005347944],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006894359,0.0000602286,0.002300397,0.0004504593,0.00003786085,0.0005781493,0.1993502,0.0006028155,0.0008726461,0.7503711,0.007732672,0.0375745],"study_design_scores_gemma":[0.00002816357,0.00008588914,0.0003495112,0.0006864896,0.00001543314,0.0005445088,0.07669554,0.0009362178,0.0004433327,0.7931474,0.1270217,0.00004590804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1000965,0.01195055,0.4329981,0.2312499,0.00308275,0.001878652,0.0002445039,0.001574171,0.216925],"genre_scores_gemma":[0.7985513,0.004789941,0.1639958,0.01155982,0.0004946293,0.001397519,0.0001389764,0.0005267292,0.01854532],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9455318,"threshold_uncertainty_score":0.2880586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8122069993426305,"score_gpt":0.7539817069278901,"score_spread":0.05822529241474039,"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."}}