{"id":"W4403485183","doi":"10.1016/j.isci.2024.111075","title":"A strategic approach to evaluating battery innovation investments","year":2024,"lang":"en","type":"review","venue":"iScience","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Battery (electricity); Business; Industrial organization; Nanotechnology; Materials science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006241266,0.0003590795,0.0005977284,0.0004626308,0.00005260775,0.0002466367,0.000517502,0.000100478,0.00003244295],"category_scores_gemma":[0.00004133104,0.0002920673,0.00004031603,0.001883175,0.0000406832,0.0002195274,0.0001763488,0.0002003868,0.0008678323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002674152,"about_ca_system_score_gemma":0.0001008873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.65474e-7,"about_ca_topic_score_gemma":8.285298e-8,"domain_scores_codex":[0.9980632,0.00004851661,0.0006444877,0.0004993072,0.0003977749,0.0003467088],"domain_scores_gemma":[0.9994145,0.00002636509,0.00008819054,0.0003863814,0.00003455567,0.00004999862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[4.493281e-7,0.00002630083,2.317537e-7,0.03179719,0.00006253395,0.000006728411,0.0001814737,0.004267354,0.0004011696,0.004911692,0.002714042,0.9556308],"study_design_scores_gemma":[0.0001209222,0.00009693076,0.000001583247,0.02468415,0.0005859365,0.00008276082,0.00007123015,0.005183086,0.00007272742,0.007500973,0.9597669,0.001832806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002289348,0.9816493,0.003497357,0.000003786303,0.002164048,0.0009075711,0.00004121253,0.0003064957,0.01120127],"genre_scores_gemma":[0.0001570937,0.9765984,0.02067573,0.0002609892,0.0003713293,0.0009181651,0.0001073393,0.00014603,0.0007648696],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9570528,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2295233887848732,"score_gpt":0.4095432309274095,"score_spread":0.1800198421425363,"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."}}