{"id":"W2224055572","doi":"","title":"My Perspective: Learning in a Hearing World","year":2012,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Perspective (graphical); Psychology; Computer science; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004917682,0.0001623304,0.0001906756,0.0003542421,0.0002126122,0.00001831469,0.0002875758,0.00007425571,0.03280085],"category_scores_gemma":[0.00007458507,0.000181589,0.0001001291,0.0005681088,0.0000471849,0.0001416121,0.0001696939,0.0005174995,0.003335177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004676718,"about_ca_system_score_gemma":0.00006598434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601534,"about_ca_topic_score_gemma":0.0005206006,"domain_scores_codex":[0.9982276,0.0003359204,0.0003693062,0.0002847594,0.0001954762,0.0005869304],"domain_scores_gemma":[0.9988747,0.00008954541,0.0001197892,0.0005223036,0.0001071988,0.0002864101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002608233,0.0004053514,0.8999503,0.00001261384,0.0000333413,0.000001433148,0.03205764,0.000007737709,0.00004802396,0.05848108,0.007054534,0.001921825],"study_design_scores_gemma":[0.000384436,0.00001939066,0.7468142,0.00001779025,0.000008325658,0.000003441044,0.02055832,0.00001956449,0.00003170602,0.0001461934,0.231825,0.0001715887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8004181,0.009983649,0.0001150465,0.009004135,0.009391827,0.0006028201,0.000006861961,0.0002815326,0.1701961],"genre_scores_gemma":[0.9709252,0.0001719217,0.0001670465,0.0006852364,0.0002683774,0.0001316223,0.00001829851,0.00002655622,0.02760572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2247705,"threshold_uncertainty_score":0.9974408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09933614553164014,"score_gpt":0.4209751935317723,"score_spread":0.3216390480001321,"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."}}