{"id":"W7134309194","doi":"","title":"Comparative","year":2008,"lang":"en","type":"other","venue":"Flinders Academic Commons (Flinders University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0002695703,0.00160541,0.002109449,0.007816082,0.0006176514,0.00003663183,0.00306116,0.003612355,0.003320357],"category_scores_gemma":[0.00005914879,0.001997212,0.0007361412,0.004363284,0.002076017,0.0003321282,0.0007940205,0.005851435,0.0129661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001435675,"about_ca_system_score_gemma":0.0009643976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006288968,"about_ca_topic_score_gemma":0.001608905,"domain_scores_codex":[0.9939402,0.0007147827,0.000672988,0.001800645,0.001238129,0.001633291],"domain_scores_gemma":[0.9956854,0.0003701954,0.001276964,0.001637202,0.0001473667,0.0008828909],"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":[0.0002130513,0.0001555315,0.000741275,0.00005053527,0.001036662,0.0005102903,0.00140193,0.0001093746,0.00005688878,0.004396949,0.9911835,0.0001440757],"study_design_scores_gemma":[0.003370293,0.00008692507,0.00009289155,0.0004522153,0.0004843053,0.00009124417,0.0033948,0.0001755954,0.00006574138,0.00009438578,0.9896911,0.002000512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003396129,0.001885463,0.0009140205,0.0004108713,0.0008792118,0.00150794,0.0007444824,0.002940158,0.9903783],"genre_scores_gemma":[0.01209601,0.001912265,0.0003710431,0.000269193,0.0006546679,0.000004878606,0.0006083815,0.002022656,0.9820609],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0117564,"threshold_uncertainty_score":0.9996694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05969726789851473,"score_gpt":0.2696715377811565,"score_spread":0.2099742698826418,"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."}}