{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0022906,0.00007302998,0.00009505184,0.0001027109,0.002568492,0.0003138078,0.0001390932,0.00004945371,0.0001925296],"category_scores_gemma":[0.002434805,0.00005647989,0.0000382066,0.0003026393,0.0002197051,0.0003290835,0.000009629143,0.0002225088,0.000006652643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002616594,"about_ca_system_score_gemma":0.001520575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000797271,"about_ca_topic_score_gemma":0.0008404979,"domain_scores_codex":[0.9979764,0.001080853,0.0003176555,0.0001124615,0.0003320472,0.0001806065],"domain_scores_gemma":[0.9986513,0.0000915214,0.0002741209,0.0001180026,0.0007622859,0.0001028015],"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":[0.000007083858,0.00008244358,0.01366246,0.00001603432,0.00001310198,1.787462e-7,0.06996228,0.00003750444,0.00002283167,0.903352,0.009038355,0.003805767],"study_design_scores_gemma":[0.001071108,0.00003562585,0.05580322,0.00003806652,0.00003334189,0.00007275218,0.2656561,0.00003041345,0.00001409416,0.3832147,0.293791,0.0002396744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288126,0.0006993802,0.001910831,0.005127945,0.00212562,0.0006377805,4.769415e-7,0.00003786725,0.06064752],"genre_scores_gemma":[0.9927793,0.00001666039,0.000206818,0.0003101455,0.0008337533,0.00002023562,0.000001420333,0.000007107856,0.005824555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5201373,"threshold_uncertainty_score":0.99873,"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."}}