{"id":"W2118222716","doi":"10.37099/mtu.dc.etds/837","title":"THE EFFECT OF ANNEALING ON AMORPHOUS SILICON BASED SOLAR PHOTOVOLTAIC THERMAL SYSTEM (PV/T) AND APPROPRIATE GLOBAL DISPATCH STRATEGIES","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Michigan Technological University","keywords":"Photovoltaic system; Annealing (glass); Materials science; Amorphous silicon; Thermal; Electric potential energy; Silicon; Amorphous solid; Engineering physics; Optoelectronics; Crystalline silicon; Electrical engineering; Thermodynamics; Power (physics); Engineering; Composite material; Chemistry; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001080744,0.0007638391,0.001047235,0.00007573009,0.0004000448,0.0002642501,0.0004896461,0.000630318,0.00003705743],"category_scores_gemma":[0.00008640016,0.0004473325,0.0003377558,0.0002147585,0.00009904253,0.0000883492,0.00003030592,0.0003843326,0.00004631418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295251,"about_ca_system_score_gemma":0.000114387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02735191,"about_ca_topic_score_gemma":0.006023693,"domain_scores_codex":[0.996465,0.0008699558,0.0008094473,0.0006560859,0.0006418778,0.00055758],"domain_scores_gemma":[0.9973079,0.0008035828,0.0008471949,0.0007633003,0.0001318433,0.0001461829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02947641,0.00029419,0.03617242,0.03571859,0.003763256,0.0001675988,0.002886505,0.04023666,0.7167992,0.02397554,0.0005954848,0.1099141],"study_design_scores_gemma":[0.009722316,0.006345665,0.05135787,0.00705518,0.00154442,0.00006302686,0.01586265,0.1301184,0.7685496,0.0004387361,0.005252281,0.003689869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960999,0.0007525035,0.00007039716,0.000004074733,0.001464705,0.001064024,0.00005468681,0.0002514738,0.03533912],"genre_scores_gemma":[0.9980354,0.0000147239,0.00001178423,0.00002033805,0.0003187849,0.0002385027,0.0003712948,0.0001029942,0.0008861336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1062243,"threshold_uncertainty_score":0.9997978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005059403579488651,"score_gpt":0.2253699683921377,"score_spread":0.220310564812649,"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."}}