{"id":"W7117705469","doi":"10.1109/mc.2025.3626185","title":"Sharing the Journey","year":2025,"lang":"","type":"article","venue":"Computer","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Mentorship; Key (lock); Professional development","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":[0.00579772,0.001310246,0.0009597922,0.001605857,0.01784891,0.02239107,0.001846964,0.006794754,0.08901187],"category_scores_gemma":[0.01297018,0.0005845772,0.001061767,0.001261947,0.006608055,0.02843494,0.02817301,0.01810379,0.06179347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00237458,"about_ca_system_score_gemma":0.009246776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003276011,"about_ca_topic_score_gemma":0.00449,"domain_scores_codex":[0.993732,0.002180316,0.0001815276,0.0007739472,0.001819352,0.001312821],"domain_scores_gemma":[0.9854843,0.001028224,0.0002862732,0.001593307,0.002344327,0.009263596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004465309,0.00007187724,0.0004687902,0.00009976997,0.00002527466,0.0003031476,0.004592634,0.0001206136,0.000485754,0.05263983,0.8444902,0.0966574],"study_design_scores_gemma":[0.000002584988,0.00002527038,0.00011553,0.0001297175,0.000002869691,0.0002033335,0.005230026,0.00004403102,0.00005565538,0.0136166,0.9805542,0.00002011018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007550953,0.0251031,0.01806731,0.5612875,0.06596629,0.0001192855,0.0004085889,0.001695042,0.3198019],"genre_scores_gemma":[0.08702853,0.02703215,0.01469969,0.1417343,0.01360848,0.0002185582,0.0009346763,0.001689319,0.7130544],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08901187,"threshold_uncertainty_score":0.2977744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209996763460604,"score_gpt":0.3394482297384395,"score_spread":0.2973482621038334,"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."}}