{"id":"W7055752298","doi":"","title":"Department of Chemistry : University of Alberta","year":2011,"lang":"en","type":"other","venue":"Jagiellonian Digital Library (Jagiellonian University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Agency (philosophy)","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":[],"category_scores_codex":[0.00001367819,0.0004025592,0.0005176952,0.0003154151,0.00003536644,0.0000278739,0.0008933662,0.0004227296,0.006285557],"category_scores_gemma":[0.000002951602,0.0005119701,0.000275298,0.0005815531,0.0002757517,0.0004786688,0.0002273589,0.0002360618,0.0003126579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004344513,"about_ca_system_score_gemma":0.0001413626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001943517,"about_ca_topic_score_gemma":0.00005188978,"domain_scores_codex":[0.9988934,0.00001662273,0.0002243822,0.0003858989,0.0001585128,0.0003211395],"domain_scores_gemma":[0.9987654,0.00004944259,0.0002091007,0.0007160809,0.00002008908,0.0002399029],"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":[0.00006634975,0.0003254749,0.001567767,0.001007675,0.0007091282,0.0001727911,0.0002755297,0.00006769722,0.0003024376,0.001981439,0.9913481,0.002175632],"study_design_scores_gemma":[0.00044666,0.00003138855,0.00007215292,0.0002174418,0.0001085686,0.000004202129,0.0001393868,0.0000492889,0.00488684,0.00006607251,0.9934987,0.0004793332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001124906,0.0002209699,0.0002762197,0.00004063304,0.00007326371,0.0003122697,0.002109857,0.0004970755,0.9953448],"genre_scores_gemma":[0.03472057,0.000553311,0.0006889568,0.000008092238,0.00005217388,3.294321e-7,0.0005560186,0.0003374029,0.9630831],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03359566,"threshold_uncertainty_score":0.9997332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004824228197494765,"score_gpt":0.130661518261964,"score_spread":0.1258372900644692,"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."}}