{"id":"W1995644308","doi":"10.1039/c5cc01411e","title":"Commercialization of graphene-based technologies: a critical insight","year":2015,"lang":"en","type":"article","venue":"Chemical Communications","topic":"Graphene research and applications","field":"Materials Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; National Natural Science Foundation of China","keywords":"Commercialization; Graphene; Nanotechnology; Nanochemistry; Materials science; Enabling; Graphite; Electricity; Fuel cells; Business; Chemical engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004188417,0.0008614107,0.0004063621,0.002517484,0.0006917805,0.007106643,0.001171847,0.002720291,0.005343387],"category_scores_gemma":[0.004562938,0.0004259782,0.0004237755,0.002271525,0.002499421,0.01164181,0.001487735,0.004066104,0.001036898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004027626,"about_ca_system_score_gemma":0.002939802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001927246,"about_ca_topic_score_gemma":0.002458173,"domain_scores_codex":[0.9979677,0.0003099502,0.0001258334,0.0002240105,0.001108032,0.0002643888],"domain_scores_gemma":[0.9973789,0.001237421,0.0001839092,0.0001143786,0.0008279327,0.0002574614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000140866,0.0002338727,0.001619481,0.003011522,0.00004493024,0.001114879,0.0005389169,0.001138243,0.02026933,0.4891796,0.08140195,0.4013065],"study_design_scores_gemma":[0.00002139958,0.0002080201,0.002236481,0.00194089,0.00003073905,0.0008880409,0.001311861,0.001080626,0.01270934,0.09294051,0.8865662,0.00006584304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02692138,0.7223852,0.01022818,0.1365207,0.003970522,0.0001168136,0.0003449113,0.0001408004,0.0993715],"genre_scores_gemma":[0.2010666,0.7461889,0.01682487,0.01448569,0.003911732,0.0001219244,0.0003623432,0.0001202935,0.01691755],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007106643,"threshold_uncertainty_score":0.02922255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138368627199095,"score_gpt":0.3700393306068632,"score_spread":0.2562024678869537,"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."}}