{"id":"W1967745824","doi":"10.1007/s10763-007-9068-9","title":"Mentoring Makes a Difference","year":2007,"lang":"en","type":"article","venue":"International Journal of Science and Mathematics Education","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Science education; Mathematics education; Psychology; Pedagogy","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":[0.01080634,0.0004210963,0.0004843733,0.0007249152,0.005366907,0.01225082,0.001294136,0.004779024,0.02554194],"category_scores_gemma":[0.03058588,0.0001995555,0.0006713066,0.000611636,0.004608597,0.009543629,0.005984025,0.00724595,0.00516642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672343,"about_ca_system_score_gemma":0.004354713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008586,"about_ca_topic_score_gemma":0.00219129,"domain_scores_codex":[0.9879568,0.006268657,0.0003165552,0.0007709165,0.002924741,0.001762187],"domain_scores_gemma":[0.9572672,0.01132065,0.002290104,0.003995204,0.004931098,0.02019571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003701394,0.001087998,0.01728458,0.0003371375,0.0001876997,0.0007986947,0.01628614,0.0001877198,0.001659175,0.1621631,0.3096853,0.4899524],"study_design_scores_gemma":[0.000143545,0.000457647,0.01887917,0.0008964648,0.0001325687,0.001434857,0.04052174,0.0003643391,0.001698422,0.1430695,0.7922639,0.0001379082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06152853,0.00838019,0.004728255,0.632336,0.01572378,0.00004774473,0.00009294557,0.000478669,0.2766839],"genre_scores_gemma":[0.7708171,0.004203055,0.00319754,0.08534706,0.0048312,0.00008626436,0.0001207104,0.0004213857,0.1309757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02554194,"threshold_uncertainty_score":0.0854463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03780063984156778,"score_gpt":0.3942021147544354,"score_spread":0.3564014749128676,"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."}}