{"id":"W3159750102","doi":"10.4324/9781003121909-1","title":"How I Came to These Questions","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002928851,0.00009930076,0.00011132,0.00006250414,0.0002075781,0.0003108098,0.0001797901,0.0001843123,0.008268785],"category_scores_gemma":[0.0005462717,0.00009395627,0.00007004049,0.00003948056,0.00009853248,0.000187785,0.00002121893,0.0002106239,0.00072324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007896167,"about_ca_system_score_gemma":0.0007548778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190098,"about_ca_topic_score_gemma":0.01505577,"domain_scores_codex":[0.999188,0.00005979533,0.00007370763,0.0002012112,0.0003342614,0.0001430283],"domain_scores_gemma":[0.9989203,0.0005022198,0.00006021551,0.0001628675,0.0001892962,0.0001651179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[7.95158e-7,0.00000650129,0.000007267857,0.000003487663,0.00001687132,0.000002840772,0.005931368,1.254374e-7,0.000001113789,0.9675986,0.02433993,0.002091089],"study_design_scores_gemma":[0.000008587065,0.000007149511,0.00001403894,0.00003836829,0.00002075238,6.387942e-7,0.009813754,2.977413e-8,0.000001527029,0.02390483,0.9660613,0.000129021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004774864,0.0004702765,0.00002988201,0.2289177,0.0004717473,0.00009763705,0.000008127709,0.00003694783,0.7699628],"genre_scores_gemma":[0.00349001,0.000315987,0.0008695874,0.00271279,0.001332751,0.000009712265,0.00001747273,0.00001340582,0.9912383],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9436938,"threshold_uncertainty_score":0.9926378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296494419923591,"score_gpt":0.3775701292159948,"score_spread":0.2479206872236357,"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."}}