{"id":"W4400850656","doi":"10.1057/s41599-024-03452-0","title":"Novel insights from financial analysis of the failure to commercialise plazomicin: Implications for the antibiotic investment ecosystem","year":2024,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Finance; Demise; Bankruptcy; Financial services","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002674863,0.0000763137,0.000219062,0.0001495837,0.001613498,0.0002392029,0.0008713676,0.00004016386,0.00001641865],"category_scores_gemma":[0.00003699632,0.00005649935,0.0001559936,0.0005394501,0.0004545698,0.0001003837,0.000266231,0.00008662778,0.000005301372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005749302,"about_ca_system_score_gemma":0.00005593489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159033,"about_ca_topic_score_gemma":0.01278994,"domain_scores_codex":[0.9993124,0.00002067963,0.000345926,0.0001723282,0.00002217354,0.0001264989],"domain_scores_gemma":[0.9989478,0.0005003579,0.0001210327,0.0003836014,0.00002612464,0.00002106833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[7.867957e-7,0.00002187383,0.0006133421,0.000007126314,0.0001126667,3.133877e-9,0.004661809,0.00005590373,0.00003243071,0.9926724,0.001652097,0.0001695866],"study_design_scores_gemma":[0.0001432574,0.00002543373,0.09359873,0.00002080216,0.0002578702,2.032752e-7,0.001563451,0.02824105,0.00001523792,0.09268953,0.7832637,0.0001807011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6016064,0.01597264,0.005064123,0.3175617,0.001064922,0.002202439,0.01839914,0.00007579103,0.03805288],"genre_scores_gemma":[0.9937232,0.0002659165,0.0002577984,0.005532497,0.00008506806,0.00004939354,0.00002475088,0.000005273038,0.00005609106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8999829,"threshold_uncertainty_score":0.9996862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2423406872790075,"score_gpt":0.3431836947426274,"score_spread":0.1008430074636198,"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."}}