{"id":"W4281653022","doi":"10.29173/assert52","title":"What Does a Crash Sound Like?","year":2022,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crash; Metaphor; Reflection (computer programming); Sound (geography); Chaotic; Seekers; Psychology; Computer science; Cognitive science; Political science; Artificial intelligence; Acoustics; Philosophy; Physics; Linguistics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01359415,0.00009731318,0.0002068622,0.0003994434,0.006555404,0.00013044,0.0005352644,0.00006329691,0.0002972429],"category_scores_gemma":[0.004747876,0.00009790559,0.0001303861,0.001647693,0.001421739,0.0004577132,0.0001944965,0.0003904612,0.000005554864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005950705,"about_ca_system_score_gemma":0.002310536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005953765,"about_ca_topic_score_gemma":0.000366202,"domain_scores_codex":[0.995824,0.001716208,0.0003497872,0.0002868596,0.001281416,0.0005416877],"domain_scores_gemma":[0.9942347,0.001837566,0.0002055003,0.0001715754,0.003482626,0.0000679789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002173811,0.0004939653,0.0007859578,0.00003156186,0.0001579751,5.084382e-8,0.3841219,0.000002567498,0.00003107238,0.2359474,0.3403035,0.03810231],"study_design_scores_gemma":[0.00004192545,0.00003547661,0.0006409325,0.000005574429,0.000004736245,4.562866e-8,0.4602109,2.588103e-7,0.00003083896,0.1117182,0.4272538,0.00005737734],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5800996,0.004887322,0.00005205956,0.3855517,0.01263303,0.002107456,0.0000537776,0.00007513865,0.01453991],"genre_scores_gemma":[0.9379944,0.001983802,0.003374046,0.00284412,0.003132995,0.004643465,0.00005423416,0.00003960346,0.04593333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3827076,"threshold_uncertainty_score":0.9947379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5284072889897281,"score_gpt":0.6544601915311558,"score_spread":0.1260529025414276,"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."}}