{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02836338,0.001618844,0.001454687,0.0132401,0.001160418,0.005976224,0.001751819,0.0022482,0.006449065],"category_scores_gemma":[0.03181322,0.000372694,0.001817075,0.01594396,0.003084853,0.004831386,0.002737508,0.001754249,0.0009276063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009369127,"about_ca_system_score_gemma":0.01580487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007766256,"about_ca_topic_score_gemma":0.01997115,"domain_scores_codex":[0.9724609,0.01773761,0.001897544,0.0007912215,0.00643962,0.0006730606],"domain_scores_gemma":[0.9795805,0.01287995,0.002091467,0.0004347813,0.004703721,0.0003096335],"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":[0.0001395861,0.0002364995,0.007646464,0.01116703,0.0005449731,0.0002041752,0.003126831,0.009281177,0.001076471,0.7223521,0.01305646,0.2311684],"study_design_scores_gemma":[0.0001912015,0.001361963,0.01537467,0.01413021,0.001337105,0.0003860714,0.02210045,0.01923211,0.004219908,0.4084165,0.5130208,0.000229102],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.06843167,0.1323839,0.1648921,0.01887557,0.001342705,0.01594489,0.008155836,0.000235171,0.5897382],"genre_scores_gemma":[0.7065151,0.0675941,0.189247,0.002738646,0.0002489692,0.01749305,0.002338422,0.00005328906,0.01377145],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02836338,"threshold_uncertainty_score":0.1500016,"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."}}