{"id":"W4413915205","doi":"10.29311/lwps2025125031","title":"Reflection: The Process of Re/Creating","year":2025,"lang":"en","type":"article","venue":"LIAS Working Paper Series","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reflection (computer programming); Process (computing); Computer science; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.02349111,0.001072082,0.0005145472,0.001743903,0.006069932,0.01099611,0.002734754,0.005628947,0.00837673],"category_scores_gemma":[0.07762646,0.0006199831,0.0006895429,0.0008619468,0.02081253,0.01190733,0.01174182,0.008489858,0.002794924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002072749,"about_ca_system_score_gemma":0.007236294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499097,"about_ca_topic_score_gemma":0.001698684,"domain_scores_codex":[0.9727475,0.02270747,0.0004915881,0.0007943478,0.00236926,0.0008897699],"domain_scores_gemma":[0.9487298,0.03479739,0.002732109,0.006703765,0.004461027,0.002576002],"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":[0.0001155236,0.0001323876,0.0007665363,0.0004899572,0.00002777054,0.001330245,0.7641909,0.0002499954,0.004403922,0.07055493,0.0592117,0.09852607],"study_design_scores_gemma":[0.00002762217,0.0001412831,0.001103674,0.00190911,0.0000460418,0.002271376,0.4066501,0.0007276601,0.006402945,0.05856618,0.5220396,0.0001144043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1318348,0.01146328,0.2647588,0.252143,0.01206816,0.001796784,0.0003398552,0.004161495,0.3214338],"genre_scores_gemma":[0.814849,0.005418852,0.07477456,0.01521121,0.001265334,0.0005894533,0.0001759186,0.002161062,0.08555467],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02349111,"threshold_uncertainty_score":0.1242343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224630211126327,"score_gpt":0.3285140126562437,"score_spread":0.3062677105449805,"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."}}