{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004556736,0.0002287624,0.0002365478,0.0001530875,0.0003950794,0.000241524,0.0007726523,0.0002116164,0.0007391518],"category_scores_gemma":[0.00002938698,0.0001758202,0.0001701799,0.0003982754,0.0001022596,0.00006461713,0.000375325,0.0005642119,0.0008083827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005495023,"about_ca_system_score_gemma":0.00006004335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915954,"about_ca_topic_score_gemma":0.000006949087,"domain_scores_codex":[0.9982677,0.0001924927,0.0004317368,0.0005357873,0.0001378762,0.0004344427],"domain_scores_gemma":[0.9985229,0.0003081053,0.0001232098,0.0008817097,0.00009432733,0.00006975044],"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":[0.00007495165,0.0007396034,0.01250875,0.00007708409,0.0005183486,0.00002261861,0.008377789,0.0003195328,0.00006049158,0.09860864,0.5223773,0.3563149],"study_design_scores_gemma":[0.001586761,0.00008905929,0.3657805,0.0002040294,0.00009744418,0.00001386465,0.0001445304,0.008006177,0.00004199551,0.002852043,0.6209689,0.000214665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3481568,0.006086553,0.312724,0.03462708,0.05654607,0.001680786,0.000008628114,0.0003060742,0.239864],"genre_scores_gemma":[0.9695886,0.0001004955,0.000595804,0.007414256,0.002414014,0.00001358236,0.000007766946,0.00002443373,0.01984108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6214318,"threshold_uncertainty_score":0.9999696,"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."}}