{"id":"W4220955862","doi":"10.12968/s1365-6937(22)70053-6","title":"H2O Innovation, Canada","year":2022,"lang":"en","type":"article","venue":"Filtration Industry Analyst","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001397483,0.0005866907,0.0004704763,0.002880392,0.00875661,0.009078553,0.0009437558,0.003235128,0.06135979],"category_scores_gemma":[0.0049859,0.0003830438,0.0004300075,0.004498745,0.001815506,0.001524241,0.001412277,0.002740385,0.005353258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1229722,"about_ca_system_score_gemma":0.3225527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946756,"about_ca_topic_score_gemma":0.9961478,"domain_scores_codex":[0.9966778,0.0001149329,0.00005550452,0.0003149146,0.001771761,0.001065233],"domain_scores_gemma":[0.9924419,0.0005422805,0.0002269162,0.0001400544,0.004384011,0.002264863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001252844,0.00007651932,0.006730231,0.0002259215,0.0000215169,0.0002163399,0.0006213373,0.0007586749,0.0003776417,0.09664231,0.8208622,0.07334209],"study_design_scores_gemma":[0.00003987596,0.00002295426,0.02352763,0.0001071027,0.00001373816,0.00003037236,0.0008117332,0.0008267276,0.000343527,0.003162803,0.9710764,0.00003714974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0331326,0.01230535,0.001230961,0.1283252,0.003928515,0.0003274368,0.02516382,0.0008639218,0.7947221],"genre_scores_gemma":[0.09504148,0.004563161,0.001019123,0.005030951,0.0003224342,0.00006786321,0.002742845,0.0001462988,0.8910658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1229722,"threshold_uncertainty_score":0.8922302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262448442026291,"score_gpt":0.2805410987302334,"score_spread":0.2542962545276042,"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."}}