{"id":"W4402418904","doi":"10.53379/cjcd.2024.391","title":"Synchronicity Learning Theory: Happenstance Learning Theory Re-envisioned","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Synchronicity; Cognitive science; Epistemology; Psychology; Artificial intelligence; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00577682,0.0001088571,0.0001612208,0.0002890215,0.001227271,0.0002513292,0.0004625613,0.00009080731,0.0009947112],"category_scores_gemma":[0.001480915,0.0001037075,0.00006720607,0.0003480196,0.0001946758,0.0002874764,0.00001778076,0.0006266022,0.00007384488],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259675,"about_ca_system_score_gemma":0.01223326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690077,"about_ca_topic_score_gemma":0.04718101,"domain_scores_codex":[0.997867,0.0008308918,0.0003677179,0.0001382147,0.0004120133,0.0003841949],"domain_scores_gemma":[0.9983141,0.0004808743,0.0001545171,0.0001322829,0.0003322817,0.0005859722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001877251,0.00001071911,0.01303777,0.00005083399,0.0001487264,0.00007151864,0.5668994,0.0004911366,0.00001505066,0.07815309,0.008177202,0.3329257],"study_design_scores_gemma":[0.00007987488,0.00002282653,0.00459363,0.0004026263,0.00002145189,0.000009641073,0.05798516,0.00002551534,0.00003423058,0.005863473,0.9308037,0.0001578777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.571347,0.05371292,0.02914011,0.01473685,0.009718779,0.0005768771,0.000003937271,0.000173361,0.3205902],"genre_scores_gemma":[0.9880571,0.0007371766,0.001151731,0.0001386799,0.0003448842,0.000004506785,0.000006779606,0.00001727165,0.009541919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9226265,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422451504768571,"score_gpt":0.2894455758436761,"score_spread":0.2552210607959904,"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."}}