{"id":"W4361804221","doi":"10.31031/pprs.2021.05.000608","title":"Benefits of Mentoring for School Principals","year":2021,"lang":"en","type":"article","venue":"Psychology and Psychotherapy Research Study","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medical education; Educational psychology; Pedagogy; Library science; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005666033,0.0000786827,0.0001865165,0.0001428098,0.001018104,0.00004512697,0.0002030909,0.00008694396,0.0003247111],"category_scores_gemma":[0.0002807906,0.00007275818,0.00003564046,0.0006204949,0.0002403524,0.00007792435,0.00001880804,0.0002386245,0.000004753481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002709053,"about_ca_system_score_gemma":0.0001428885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641826,"about_ca_topic_score_gemma":0.001602817,"domain_scores_codex":[0.9972813,0.001358894,0.0002047246,0.0003743964,0.0004095476,0.0003711374],"domain_scores_gemma":[0.9985006,0.0005017119,0.00005020199,0.0002687676,0.0005407533,0.0001379871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001960963,0.005673855,0.3404118,0.00005030392,0.000421263,0.000006138353,0.2462858,0.000004969075,0.01293624,0.09679561,0.01283416,0.2826189],"study_design_scores_gemma":[0.005790161,0.003036687,0.284271,0.00007968701,0.00001632193,0.00000163313,0.03220764,0.000004039432,0.0005571295,0.0371884,0.6365631,0.0002841649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593829,0.004691078,0.0002248086,0.003987387,0.0003632602,0.000996778,0.00001033408,0.00002500429,0.03031843],"genre_scores_gemma":[0.9823686,0.01081231,0.0004731398,0.0002307729,0.0003574056,0.0001918541,0.000002096906,0.00001383838,0.005549964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6237289,"threshold_uncertainty_score":0.7830538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806212784387219,"score_gpt":0.5422308084631025,"score_spread":0.3616095300243805,"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."}}