{"id":"W2089582726","doi":"10.5206/wurjhns.2014-15.7","title":"Western Faculty Profile: Dr. Giovanni Fanchini","year":2014,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"solar cell performance optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Graduate students; Pleasure; Library science; Engineering physics; Engineering; Sociology; Psychology; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007697176,0.0007106352,0.0007455333,0.000868936,0.001526368,0.002293854,0.0008409422,0.002384356,0.2967943],"category_scores_gemma":[0.003230617,0.0002950671,0.0002957563,0.0005814839,0.0004155815,0.001496279,0.001754064,0.002464917,0.2200422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345026,"about_ca_system_score_gemma":0.002561006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002832263,"about_ca_topic_score_gemma":0.006313587,"domain_scores_codex":[0.9995087,0.00004707532,0.00002069516,0.00009983977,0.0002364974,0.00008706162],"domain_scores_gemma":[0.9963213,0.000117452,0.0001103371,0.00007220359,0.001421711,0.001957001],"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":[0.000007721609,0.00001092843,0.00008540593,0.00002014989,5.121403e-7,0.00002591424,0.00001485663,0.00001099648,0.00006017999,0.000107948,0.9915298,0.00812548],"study_design_scores_gemma":[0.000005547487,0.00002060646,0.0005542361,0.00005385854,0.000001370181,0.0001109364,0.0001078263,0.00004806656,0.00009470063,0.0001473612,0.9988484,0.000007018903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003769579,0.02226823,0.002045551,0.4658497,0.1425025,0.0006013555,0.002130886,0.003440064,0.3573921],"genre_scores_gemma":[0.008034395,0.008273122,0.000493181,0.05626925,0.02557024,0.0001859845,0.0006558264,0.0005394565,0.8999784],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2967943,"threshold_uncertainty_score":0.9928758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06054336431898952,"score_gpt":0.3863709025014373,"score_spread":0.3258275381824478,"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."}}