{"id":"W1585222247","doi":"10.26522/brocked.v12i2.24","title":"Human Adaptation and the Ingenuity Gap","year":2003,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ingenuity; Adaptation (eye); Presentation (obstetrics); Experiential learning; Sociology; Epistemology; Engineering ethics; Psychology; Pedagogy; Engineering; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005920915,0.0004237115,0.0005900884,0.001316895,0.004821988,0.006509393,0.001203997,0.003129431,0.008737187],"category_scores_gemma":[0.007765565,0.0002457722,0.0004421449,0.0015169,0.03799513,0.01310428,0.007328292,0.00417774,0.0008247485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003301766,"about_ca_system_score_gemma":0.002522234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001925992,"about_ca_topic_score_gemma":0.001564533,"domain_scores_codex":[0.996523,0.001915171,0.0001052165,0.0005003643,0.0005335292,0.0004227658],"domain_scores_gemma":[0.9945856,0.00393005,0.0003635798,0.0004944581,0.0003135961,0.0003127386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007985851,0.000007175161,0.0001801258,0.0000333162,0.00000381828,0.00005704415,0.004112612,0.0003713919,0.00004943822,0.9811144,0.002126729,0.01193583],"study_design_scores_gemma":[0.000003132813,0.000008298314,0.0002475771,0.0000691646,0.000002183605,0.00007780398,0.00198668,0.000192333,0.00007595318,0.9216905,0.07563975,0.00000648835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0617687,0.04314082,0.0447356,0.1584966,0.001427319,0.00004900201,0.00007236525,0.0001173764,0.6901922],"genre_scores_gemma":[0.9251812,0.01519032,0.01264193,0.01033703,0.000722438,0.0001264524,0.00004728284,0.00006171475,0.03569172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008737187,"threshold_uncertainty_score":0.03131318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0392884401473959,"score_gpt":0.3577502696771253,"score_spread":0.3184618295297293,"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."}}