{"id":"W3014306913","doi":"10.1063/1.5144922","title":"Development of an open hardware bioreactor for optimized cardiac cell culture integrating programmable mechanical and electrical stimulations","year":2020,"lang":"en","type":"article","venue":"AIP Advances","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"Natural Sciences and Engineering Research Council of Canada; Institut de Cardiologie de Montréal; Fondation Institut de Cardiologie de Montréal","keywords":"Bioreactor; Computer science; Elastomer; Materials science; Computer hardware; Embedded system; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009976803,0.0001135892,0.00035351,0.00002313127,0.00007097624,0.00001544787,0.00007515683,0.00004721023,0.000006274533],"category_scores_gemma":[0.0001646317,0.00007521392,0.00002924647,0.0001384412,0.00002528046,0.0001036492,0.00003323912,0.0001103611,4.529156e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001923854,"about_ca_system_score_gemma":0.00007817727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002705059,"about_ca_topic_score_gemma":0.000001680026,"domain_scores_codex":[0.9993159,0.00001679817,0.0002081922,0.0002122729,0.0001100125,0.0001368355],"domain_scores_gemma":[0.9995646,0.00004540092,0.00005571436,0.00007402206,0.00009362696,0.0001666199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007761532,0.0003706882,0.0006883367,0.0006344855,0.0002051445,0.000009191474,0.006568467,0.000845406,0.793301,0.001666013,0.0006595522,0.1942755],"study_design_scores_gemma":[0.007096469,0.004475808,0.0004773047,0.0003326648,0.000302754,0.000008339342,0.002962372,0.07500331,0.3997175,0.00005586111,0.5091236,0.0004440222],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3747176,0.03246835,0.5839787,0.002352137,0.0004226278,0.005268015,0.00008039294,0.000305278,0.0004068679],"genre_scores_gemma":[0.3092839,0.00007412022,0.6899565,0.00003863559,0.0001532531,0.00009373135,0.0001137493,0.00001621028,0.0002698276],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5084641,"threshold_uncertainty_score":0.3067134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088003109525779,"score_gpt":0.3218844990720076,"score_spread":0.2910044679767498,"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."}}