{"id":"W7054996911","doi":"","title":"Banner from University of British Columbia","year":2012,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Banner; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005343647,0.0009302726,0.000764779,0.002768259,0.005999153,0.004568104,0.001383567,0.00178773,0.6763569],"category_scores_gemma":[0.002167866,0.0004310641,0.0004465846,0.002108749,0.0007587289,0.001242173,0.001989464,0.001782245,0.3756623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006603368,"about_ca_system_score_gemma":0.01613448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3628367,"about_ca_topic_score_gemma":0.6722658,"domain_scores_codex":[0.9988886,0.00004478079,0.00002914559,0.0002410667,0.0005555631,0.0002408599],"domain_scores_gemma":[0.9974406,0.0001854194,0.00004497763,0.0001745318,0.001432267,0.0007222465],"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":[0.0000444837,0.00003900353,0.0004694533,0.00008434553,0.000003130925,0.0001551424,0.0001497258,0.00009245276,0.0003482485,0.008028733,0.859323,0.1312622],"study_design_scores_gemma":[0.000003060275,0.000004863181,0.00052919,0.00005611269,0.000002718132,0.00003538774,0.0001048748,0.00004857015,0.0001827189,0.0005070648,0.9985185,0.000006827715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001287152,0.002188185,0.0006766702,0.004463831,0.001996166,0.00005291356,0.00307565,0.0006953075,0.9855641],"genre_scores_gemma":[0.001267264,0.0003455352,0.0001484371,0.0001531292,0.00002498517,0.000006006881,0.0003645968,0.00007037254,0.9976197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3628367,"threshold_uncertainty_score":0.7214496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004380863575765931,"score_gpt":0.1519460780076066,"score_spread":0.1475652144318407,"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."}}