{"id":"W4396902587","doi":"10.1142/13889","title":"Riding the Wave","year":2024,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.003164866,0.0002537881,0.0002572254,0.0001950553,0.003993933,0.001059131,0.0007442153,0.0002555271,0.001360029],"category_scores_gemma":[0.00002971493,0.0001951873,0.000437762,0.0002284748,0.003465535,0.00006732497,0.0001453264,0.001003733,0.001502509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009365402,"about_ca_system_score_gemma":0.001851559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004179255,"about_ca_topic_score_gemma":0.007220068,"domain_scores_codex":[0.9972248,0.0001887713,0.0003000191,0.0006764667,0.001047602,0.0005623098],"domain_scores_gemma":[0.9987285,0.0002086241,0.0001530145,0.0006250046,0.0001027989,0.000182053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[6.348489e-7,0.000001888373,7.390834e-7,0.00001905106,0.00001993956,0.00001700812,0.02186718,1.944114e-7,0.000005083325,0.3285494,0.6491778,0.0003410896],"study_design_scores_gemma":[0.00002695278,0.000002938105,0.000001066089,0.0001743535,0.00007730064,9.314593e-7,0.0009769009,0.00000227813,0.00001014661,0.02440215,0.9740831,0.0002418765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003198329,0.0003104534,0.000004214322,0.0006704538,0.01142036,0.0004124105,0.0000378023,0.0002424055,0.9868699],"genre_scores_gemma":[0.002750071,0.000001968152,0.00003625295,0.000233476,0.001737983,0.00002429009,0.00001898592,0.00004170997,0.9951553],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3249053,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07391045487430391,"score_gpt":0.2974215781690375,"score_spread":0.2235111232947336,"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."}}