{"id":"W3148539841","doi":"10.29173/iasl7827","title":"Eagles not Pelicans","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Psychological and Educational Research Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Reading (process); Information literacy; Psychology; Pedagogy; Relation (database); Reflection (computer programming); Mathematics education; Medical education; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002246554,0.0001651363,0.0002167703,0.0000603067,0.0001758732,0.0001108534,0.0002984883,0.0001077049,0.005692546],"category_scores_gemma":[0.0006880616,0.0001341255,0.00007859318,0.0003282471,0.0002327579,0.0001629177,0.0001501824,0.0003067497,0.001437757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002576235,"about_ca_system_score_gemma":0.0001255632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004792197,"about_ca_topic_score_gemma":0.000004467638,"domain_scores_codex":[0.9983773,0.00002151111,0.0002179962,0.0005246723,0.000341452,0.0005170879],"domain_scores_gemma":[0.9980884,0.0001315473,0.00005709894,0.0001203347,0.001399745,0.0002028349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002696282,0.001058116,0.03602359,0.00007106952,0.0002450749,0.00008460466,0.1707779,8.360007e-8,0.003337588,0.3251237,0.4282337,0.03477492],"study_design_scores_gemma":[0.0005262002,0.0002603984,0.6298064,0.00005280313,0.0000202581,0.00009173909,0.1692868,0.000005231634,0.001351196,0.02054066,0.1776446,0.0004136768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.743552,0.000318874,0.00004296343,0.01251402,0.0004119874,0.00009692618,0.00005362456,0.00009577271,0.2429138],"genre_scores_gemma":[0.9625545,0.0000800218,0.0002261563,0.001976337,0.0003296719,0.0001186466,0.00000917961,0.00001015703,0.0346954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5937828,"threshold_uncertainty_score":0.9993398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1208921096395637,"score_gpt":0.4047676384241404,"score_spread":0.2838755287845767,"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."}}