{"id":"W7110323936","doi":"10.1108/978-1-64113-106-320251009","title":"It’s Just What We Do","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Homewood Research Institute","funders":"","keywords":"Mentorship; Narrative; Trustworthiness; Informal education; Affect (linguistics); Variety (cybernetics); Process (computing); Informal learning","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":[0.006402298,0.0007890585,0.0007420014,0.000659187,0.01522583,0.0106171,0.001706645,0.005209205,0.007727691],"category_scores_gemma":[0.02464819,0.0004001741,0.0006482713,0.000625857,0.02314332,0.01658313,0.008838776,0.01416998,0.005035342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003687401,"about_ca_system_score_gemma":0.006676096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007957303,"about_ca_topic_score_gemma":0.01060055,"domain_scores_codex":[0.9855802,0.00884129,0.0003579924,0.001250454,0.002613027,0.001357093],"domain_scores_gemma":[0.9848167,0.003676322,0.001291247,0.001253841,0.003399499,0.005562296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007573255,0.0001854711,0.003688245,0.0004974667,0.00004565052,0.002273255,0.5813943,0.0001655328,0.001101874,0.1149336,0.2455702,0.05006861],"study_design_scores_gemma":[0.000008756439,0.00007212967,0.0004088779,0.0006719058,0.00001341086,0.00117871,0.1693062,0.00007558244,0.0002724228,0.01272472,0.8152103,0.00005703091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05531128,0.020219,0.02442604,0.5967589,0.0242431,0.0004118032,0.0002637397,0.0006574594,0.2777086],"genre_scores_gemma":[0.6392403,0.01089409,0.01456049,0.1480999,0.00314975,0.0005246728,0.000283339,0.0007553241,0.1824921],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01522583,"threshold_uncertainty_score":0.03385901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1370561642698939,"score_gpt":0.3695717481153219,"score_spread":0.232515583845428,"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."}}