{"id":"W4366829475","doi":"","title":"Weaving the Threads of Education Together: Exploring the Bold, Complex, and Connected Epistemologies of Educational Research","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Weaving; Sociology; Cognitive science; Psychology; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.09331286,0.001503552,0.001950706,0.01150494,0.02118617,0.05621998,0.005136031,0.00839641,0.006132225],"category_scores_gemma":[0.1356061,0.002088793,0.001584962,0.01111244,0.1369763,0.09090244,0.03075793,0.01394099,0.0007386922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00934149,"about_ca_system_score_gemma":0.02005583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004818285,"about_ca_topic_score_gemma":0.005730255,"domain_scores_codex":[0.9046225,0.08252129,0.002078329,0.004103578,0.004478603,0.002195716],"domain_scores_gemma":[0.7464083,0.2176007,0.008679006,0.015997,0.006107398,0.005207476],"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":[0.0000268389,0.00002196489,0.0008478734,0.000171488,0.00002133076,0.00008783099,0.1423986,0.0002118269,0.000118248,0.8442277,0.0007634845,0.01110276],"study_design_scores_gemma":[0.0000150616,0.0000114454,0.000198713,0.0004188033,0.00001881853,0.00006276243,0.04589985,0.0007177535,0.0001232115,0.9369913,0.01552531,0.0000169902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1408943,0.02214293,0.4534363,0.2273194,0.002355216,0.0004450624,0.0002046201,0.0003815817,0.1528206],"genre_scores_gemma":[0.8852061,0.003715071,0.1023766,0.004143385,0.0004238874,0.0004796734,0.00007893332,0.0002696996,0.003306544],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9788138,"threshold_uncertainty_score":0.4934915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6635318929205296,"score_gpt":0.6420715837865346,"score_spread":0.02146030913399499,"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."}}