{"id":"W7033467103","doi":"","title":"Printing Expert Frank Romano Joins Cal Poly Graphic Communication Department As Research Professor","year":2006,"lang":"en","type":"article","venue":"DigitalCommons@CalPoly","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joins; Quarter (Canadian coin)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005441839,0.0002414502,0.0002218068,0.0001054179,0.0006773284,0.0002793291,0.0006852361,0.0001466063,0.005640105],"category_scores_gemma":[0.00007225131,0.0002283822,0.0001445926,0.0006967751,0.0006247341,0.0004773692,0.0008021593,0.0003846215,0.002993955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006395155,"about_ca_system_score_gemma":0.00002306258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002950717,"about_ca_topic_score_gemma":0.002064075,"domain_scores_codex":[0.9972163,0.0002130745,0.0004372861,0.0004603708,0.0008888514,0.0007841127],"domain_scores_gemma":[0.9986244,0.0001654705,0.0001115753,0.000860773,0.00004149858,0.0001962307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000220252,0.004449443,0.3715012,0.00004859729,0.00009169361,0.00009782128,0.001186044,0.00001161391,0.02227249,0.2553575,0.3175932,0.02717015],"study_design_scores_gemma":[0.0008369735,0.0001649775,0.5244534,0.0000498197,0.00001010685,0.00003260603,0.002641768,0.00007438278,0.009561347,0.001845261,0.4597819,0.0005473704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6616969,0.000573988,0.00002640458,0.002169371,0.00009374924,0.0004051063,0.00005804111,0.0001406653,0.3348358],"genre_scores_gemma":[0.9975314,0.0000810366,0.00008941705,0.0003254263,0.00006926601,0.000219825,0.0004111428,0.0000338103,0.001238734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3358345,"threshold_uncertainty_score":0.9977823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05548208226040598,"score_gpt":0.3279994445106951,"score_spread":0.2725173622502892,"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."}}