{"id":"W4388524904","doi":"10.5406/21543682.52.2.08","title":"Starting With Whitehead: Raising Children to Thrive in Treacherous Times","year":2023,"lang":"en","type":"article","venue":"Process Studies","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Raising (metalworking); Failure to thrive; Psychology; Medicine; Pediatrics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001444436,0.00008050821,0.0001555323,0.0001156933,0.0004975045,0.0000700999,0.0001123468,0.00002401743,0.00002378355],"category_scores_gemma":[0.001644344,0.00006306993,0.00001255245,0.001136441,0.00009676353,0.0002890782,0.00003311867,0.00008813548,0.00003644127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004165289,"about_ca_system_score_gemma":0.0001199894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009871499,"about_ca_topic_score_gemma":0.005703977,"domain_scores_codex":[0.9989785,0.0001854043,0.0001329399,0.0001997047,0.0002285886,0.000274885],"domain_scores_gemma":[0.9991117,0.0005520014,0.00008217125,0.00006242529,0.000141078,0.00005069138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002129023,0.00003313365,0.3753832,0.00003016345,0.00004974288,0.000002065996,0.5855379,0.0001477052,0.000008893087,0.0005357882,0.001024588,0.03722551],"study_design_scores_gemma":[0.0003644302,0.0001338118,0.1148816,0.0002857897,0.00004433851,5.881412e-7,0.849659,0.00001022218,0.0002979758,0.02931875,0.004600932,0.0004025496],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678569,0.001258658,0.00004969394,0.01762499,0.00008884886,0.0002535082,0.000001706982,0.0001277216,0.01273797],"genre_scores_gemma":[0.9950656,0.0004232256,0.002743965,0.0002997915,0.0001812104,0.00008201061,0.000001478768,0.00001028582,0.001192475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2641211,"threshold_uncertainty_score":0.3826452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735014746222426,"score_gpt":0.5285883356276508,"score_spread":0.3550868610054083,"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."}}