{"id":"W2779078193","doi":"10.37119/ojs2017.v23i2.374","title":"A Review of The Way of the Teacher: A Path for Personal Growth and Professional Fulfillment by Sandra Finney and Jane Thurgood Sagal","year":2017,"lang":"en","type":"review","venue":"in education","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bachelor; Professional development; Path (computing); Core (optical fiber); Sociology; Psychology; Pedagogy; Political science; Computer science; Law; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005238119,0.000145136,0.000403522,0.00005237216,0.0001482578,0.00002544809,0.0005484478,0.00008550484,0.000005322297],"category_scores_gemma":[0.0003025648,0.00007910524,0.0001114114,0.0001959524,0.00009881561,0.0001253096,0.000173406,0.0001867441,1.791991e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005305248,"about_ca_system_score_gemma":0.001495127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000266039,"about_ca_topic_score_gemma":0.00000574418,"domain_scores_codex":[0.9988839,0.0001336197,0.0004375228,0.0002465965,0.0001973153,0.0001010265],"domain_scores_gemma":[0.9985592,0.0001855255,0.0006983457,0.0003619488,0.0001701738,0.00002483789],"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":[0.000001181509,0.0004554732,0.0001750533,0.05175427,0.00003290175,1.144403e-8,0.001905839,5.153515e-9,0.000002269586,0.01983304,0.03376416,0.8920758],"study_design_scores_gemma":[0.0001108459,0.00003630044,0.002223009,0.08221962,0.00008040476,0.00001488469,0.0001580898,0.00001467635,0.000002760726,0.001606245,0.9133863,0.0001468515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001863889,0.9894074,0.00001951064,0.008200916,0.0008597957,0.001099746,0.00004500126,0.000002264744,0.0001790273],"genre_scores_gemma":[0.001238951,0.9972577,0.0003117415,0.0002354291,0.0001035267,0.0004395068,0.00003323555,0.000007432835,0.0003724762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.891929,"threshold_uncertainty_score":0.3225818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07730957801560728,"score_gpt":0.3840954269063913,"score_spread":0.306785848890784,"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."}}