{"id":"W4233270294","doi":"10.19173/irrodl.v12i2.1112","title":"IRRODL Volume 12, Number 2","year":2011,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Volume (thermodynamics); Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003518569,0.00008580872,0.0001762943,0.00008627538,0.00005881875,0.00006168413,0.001011521,0.00003605448,0.0009996413],"category_scores_gemma":[0.0006334686,0.00006498894,0.00002949626,0.000346224,0.0001172229,0.000125735,0.0005040864,0.0008075769,0.0001176933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008389376,"about_ca_system_score_gemma":0.00003690499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002298489,"about_ca_topic_score_gemma":0.000008942989,"domain_scores_codex":[0.9986572,0.0001324365,0.0002698518,0.0001424969,0.0005266261,0.0002714153],"domain_scores_gemma":[0.9993125,0.0002490135,0.0000264945,0.0001982511,0.0001438402,0.00006994927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004243769,0.0007031771,0.4397855,0.02847689,0.0009199453,0.0003441241,0.002663079,0.0164931,0.003215665,0.1262273,0.1543048,0.2264421],"study_design_scores_gemma":[0.00211492,0.0001805881,0.1273497,0.02405125,0.00002606725,0.0001335692,0.002372399,0.09400999,0.002239106,0.006208778,0.7405353,0.0007784048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1719476,0.03211915,0.003845682,0.004058101,0.0004650863,0.002577937,0.0001167946,0.0002402511,0.7846294],"genre_scores_gemma":[0.9735095,0.02520515,0.0003941708,0.00002146828,0.00003366676,0.00009504797,0.00004548961,0.00001930403,0.0006762032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8015619,"threshold_uncertainty_score":0.9999136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0917948276123911,"score_gpt":0.3881133230083675,"score_spread":0.2963184953959764,"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."}}