{"id":"W4414106161","doi":"10.1017/9781009604987.043","title":"How That Which Is After the First Comes from the First, and on the One","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Set (abstract data type); Perspective (graphical); Feature (linguistics); Work (physics); Identification (biology)","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":[0.0008724856,0.0007303439,0.000654546,0.001285736,0.002400474,0.008155582,0.0008524603,0.00149842,0.1202832],"category_scores_gemma":[0.003628178,0.0004014864,0.0007158711,0.0009999074,0.001892241,0.0114338,0.002164453,0.005225145,0.06648012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286281,"about_ca_system_score_gemma":0.002614751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007276632,"about_ca_topic_score_gemma":0.01260878,"domain_scores_codex":[0.9991856,0.0001475319,0.00003082406,0.0001341478,0.0004048759,0.00009698985],"domain_scores_gemma":[0.999043,0.0001991204,0.00003710364,0.0001398074,0.0004008783,0.0001800087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002568375,0.00002105234,0.0001167552,0.0002812871,0.000005623712,0.00009956534,0.001190807,0.00009060583,0.0005092181,0.1059571,0.7572092,0.1344932],"study_design_scores_gemma":[0.000001529022,0.00000846617,0.00009565495,0.0002164372,0.000002391167,0.00009027593,0.0003230954,0.00002785027,0.0001225957,0.008128108,0.9909759,0.000007675005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005429136,0.01358744,0.004299084,0.02460657,0.01392803,0.00008083754,0.0003597185,0.0005051788,0.9420903],"genre_scores_gemma":[0.008170206,0.01196181,0.002776399,0.0044997,0.002680233,0.00004906335,0.0003148548,0.0007818539,0.968766],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1202832,"threshold_uncertainty_score":0.4023873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06642794865232325,"score_gpt":0.2435102197049259,"score_spread":0.1770822710526026,"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."}}