{"id":"W7064251821","doi":"","title":"BALTA Bits & Bites - Spring 2008","year":2008,"lang":"en","type":"other","venue":"AUSpace (Athabasca University)","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spring (device); Alliance; Social economy; Headline","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004289276,0.0004549428,0.0005395678,0.0009636113,0.0002214816,0.00004829562,0.0006323641,0.0002040701,0.009725101],"category_scores_gemma":[0.000004581072,0.000507024,0.000416878,0.0008329674,0.0002199109,0.0001987861,0.0002125704,0.0003984151,0.001753492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008042499,"about_ca_system_score_gemma":0.0001449445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01853624,"about_ca_topic_score_gemma":0.003768573,"domain_scores_codex":[0.9983734,0.00005495736,0.0001370194,0.0006378426,0.0002739651,0.0005227834],"domain_scores_gemma":[0.9987693,0.0000375877,0.000263888,0.0006802508,0.00004569256,0.000203284],"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":[0.0000142109,0.0001643389,0.05682393,0.0000294505,0.0007721414,0.00008454911,0.0001901955,0.00001142162,0.0002376299,0.01391297,0.927327,0.0004321138],"study_design_scores_gemma":[0.0003564178,0.00002095725,0.0004689574,0.0001421646,0.0002214919,9.438257e-7,0.0002620295,0.00001400819,0.0002513562,0.00003551461,0.9976687,0.0005574301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001863136,0.0005442759,0.005283078,0.0003140809,0.000234707,0.0002420017,0.0001829064,0.0002876311,0.9910482],"genre_scores_gemma":[0.004608976,0.0004347573,0.002157467,0.00002471547,0.0006729972,0.00000100948,0.000134234,0.0002277218,0.9917381],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07034168,"threshold_uncertainty_score":0.9997382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009243078949433697,"score_gpt":0.2090117462948614,"score_spread":0.1997686673454277,"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."}}